warning: commands will be executed using /bin/sh job 5717 at Thu Oct 2 08:57:00 2014 FileBase /isis1/Yuta/YutaData/YutaMouse23-140805/YutaMouse23-140805/YutaMouse23-140805 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 Loaded 1332047 data points of dimension 30. meanDims = 30 Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 444015 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23715 members Mstep: Class 2 contains 23297 members Mstep: Class 3 contains 23322 members Mstep: Class 4 contains 23422 members Mstep: Class 5 contains 23308 members Mstep: Class 6 contains 23522 members Mstep: Class 7 contains 23037 members Mstep: Class 8 contains 23241 members Mstep: Class 9 contains 23402 members Mstep: Class 10 contains 23286 members Mstep: Class 11 contains 23499 members Mstep: Class 12 contains 23221 members Mstep: Class 13 contains 23357 members Mstep: Class 14 contains 23362 members Mstep: Class 15 contains 23500 members Mstep: Class 16 contains 23390 members Mstep: Class 17 contains 23447 members Mstep: Class 18 contains 23395 members Mstep: Class 19 contains 23292 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 754.404907 but Gain 3224.898438 Score: -61651156.000000 Penalty: 58048.128906 Iteration 0F: 19 clusters Score -6.165116e+07 nChanged 419082 Entering Unmasked Mstep Mstep: Class 0 contains 1436 members Mstep: Class 2 contains 7410 members Mstep: Class 3 contains 7849 members Mstep: Class 4 contains 12829 members Mstep: Class 5 contains 49074 members Mstep: Class 6 contains 7141 members Mstep: Class 7 contains 60890 members Mstep: Class 8 contains 1397 members Mstep: Class 9 contains 13835 members Mstep: Class 10 contains 25948 members Mstep: Class 11 contains 6824 members Mstep: Class 12 contains 5065 members Mstep: Class 13 contains 12297 members Mstep: Class 14 contains 12385 members Mstep: Class 15 contains 18367 members Mstep: Class 16 contains 4292 members Mstep: Class 17 contains 158395 members Mstep: Class 18 contains 33035 members Mstep: Class 19 contains 5546 members Entering Unmasked Estep ConsiderDeletion Score: -63997732.000000 Penalty: 58048.128906 Iteration 1F: 19 clusters Score -6.399773e+07 nChanged 169968 Entering Unmasked Mstep Mstep: Class 0 contains 320 members Mstep: Class 2 contains 5618 members Mstep: Class 3 contains 7837 members Mstep: Class 4 contains 10579 members Mstep: Class 5 contains 43948 members Mstep: Class 6 contains 8851 members Mstep: Class 7 contains 59029 members Mstep: Class 8 contains 2561 members Mstep: Class 9 contains 11297 members Mstep: Class 10 contains 20178 members Mstep: Class 11 contains 6109 members Mstep: Class 12 contains 1967 members Mstep: Class 13 contains 4361 members Mstep: Class 14 contains 17874 members Mstep: Class 15 contains 10322 members Mstep: Class 16 contains 1892 members Mstep: Class 17 contains 203170 members Mstep: Class 18 contains 20037 members Mstep: Class 19 contains 8065 members Entering Unmasked Estep ConsiderDeletion Score: -64514364.000000 Penalty: 58048.128906 Iteration 2F: 19 clusters Score -6.451436e+07 nChanged 118060 Entering Unmasked Mstep Mstep: Class 0 contains 156 members Mstep: Class 2 contains 8100 members Mstep: Class 3 contains 6647 members Mstep: Class 4 contains 11232 members Mstep: Class 5 contains 39884 members Mstep: Class 6 contains 11221 members Mstep: Class 7 contains 40453 members Mstep: Class 8 contains 2289 members Mstep: Class 9 contains 10452 members Mstep: Class 10 contains 15296 members Mstep: Class 11 contains 7505 members Mstep: Class 12 contains 1270 members Mstep: Class 13 contains 1421 members Mstep: Class 14 contains 24142 members Mstep: Class 15 contains 8119 members Mstep: Class 16 contains 954 members Mstep: Class 17 contains 219693 members Mstep: Class 18 contains 22658 members Mstep: Class 19 contains 12523 members Entering Unmasked Estep ConsiderDeletion Score: -64877384.000000 Penalty: 58048.128906 Iteration 3F: 19 clusters Score -6.487738e+07 nChanged 76289 Entering Unmasked Mstep Mstep: Class 0 contains 100 members Mstep: Class 2 contains 12564 members Mstep: Class 3 contains 6090 members Mstep: Class 4 contains 11391 members Mstep: Class 5 contains 35184 members Mstep: Class 6 contains 10583 members Mstep: Class 7 contains 27452 members Mstep: Class 8 contains 1991 members Mstep: Class 9 contains 8896 members Mstep: Class 10 contains 14312 members Mstep: Class 11 contains 8226 members Mstep: Class 12 contains 988 members Mstep: Class 13 contains 953 members Mstep: Class 14 contains 26574 members Mstep: Class 15 contains 9260 members Mstep: Class 16 contains 731 members Mstep: Class 17 contains 225690 members Mstep: Class 18 contains 29996 members Mstep: Class 19 contains 13034 members Entering Unmasked Estep ConsiderDeletion Score: -65090716.000000 Penalty: 58048.128906 Iteration 4F: 19 clusters Score -6.509072e+07 nChanged 41754 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 2 contains 18840 members Mstep: Class 3 contains 5479 members Mstep: Class 4 contains 10303 members Mstep: Class 5 contains 31133 members Mstep: Class 6 contains 9404 members Mstep: Class 7 contains 23000 members Mstep: Class 8 contains 1646 members Mstep: Class 9 contains 8431 members Mstep: Class 10 contains 14924 members Mstep: Class 11 contains 8775 members Mstep: Class 12 contains 885 members Mstep: Class 13 contains 1135 members Mstep: Class 14 contains 27186 members Mstep: Class 15 contains 9600 members Mstep: Class 16 contains 651 members Mstep: Class 17 contains 226932 members Mstep: Class 18 contains 32900 members Mstep: Class 19 contains 12699 members Entering Unmasked Estep ConsiderDeletion Score: -65200272.000000 Penalty: 58048.128906 Iteration 5F: 19 clusters Score -6.520027e+07 nChanged 28832 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 2 contains 28299 members Mstep: Class 3 contains 4583 members Mstep: Class 4 contains 8359 members Mstep: Class 5 contains 28633 members Mstep: Class 6 contains 8725 members Mstep: Class 7 contains 21157 members Mstep: Class 8 contains 1558 members Mstep: Class 9 contains 8838 members Mstep: Class 10 contains 17939 members Mstep: Class 11 contains 9341 members Mstep: Class 12 contains 855 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 25999 members Mstep: Class 15 contains 8899 members Mstep: Class 16 contains 608 members Mstep: Class 17 contains 223141 members Mstep: Class 18 contains 33565 members Mstep: Class 19 contains 12274 members Entering Unmasked Estep ConsiderDeletion Score: -65293616.000000 Penalty: 58048.128906 Iteration 6F: 19 clusters Score -6.529362e+07 nChanged 23302 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 2 contains 39182 members Mstep: Class 3 contains 3952 members Mstep: Class 4 contains 6947 members Mstep: Class 5 contains 29642 members Mstep: Class 6 contains 9204 members Mstep: Class 7 contains 20717 members Mstep: Class 8 contains 1486 members Mstep: Class 9 contains 9121 members Mstep: Class 10 contains 18658 members Mstep: Class 11 contains 9722 members Mstep: Class 12 contains 860 members Mstep: Class 13 contains 1179 members Mstep: Class 14 contains 23169 members Mstep: Class 15 contains 7612 members Mstep: Class 16 contains 567 members Mstep: Class 17 contains 216566 members Mstep: Class 18 contains 33466 members Mstep: Class 19 contains 11880 members Entering Unmasked Estep ConsiderDeletion Score: -65348004.000000 Penalty: 58048.128906 Iteration 7F: 19 clusters Score -6.5348e+07 nChanged 20212 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 2 contains 50117 members Mstep: Class 3 contains 3618 members Mstep: Class 4 contains 6207 members Mstep: Class 5 contains 31545 members Mstep: Class 6 contains 9664 members Mstep: Class 7 contains 19641 members Mstep: Class 8 contains 1393 members Mstep: Class 9 contains 9519 members Mstep: Class 10 contains 18983 members Mstep: Class 11 contains 9906 members Mstep: Class 12 contains 878 members Mstep: Class 13 contains 1251 members Mstep: Class 14 contains 20203 members Mstep: Class 15 contains 6154 members Mstep: Class 16 contains 527 members Mstep: Class 17 contains 209529 members Mstep: Class 18 contains 33210 members Mstep: Class 19 contains 11585 members Entering Unmasked Estep ConsiderDeletion Score: -65381456.000000 Penalty: 58048.128906 Iteration 8Q: 19 clusters Score -6.538146e+07 nChanged 16815 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 2 contains 59887 members Mstep: Class 3 contains 3541 members Mstep: Class 4 contains 5736 members Mstep: Class 5 contains 32872 members Mstep: Class 6 contains 9817 members Mstep: Class 7 contains 19096 members Mstep: Class 8 contains 1395 members Mstep: Class 9 contains 10290 members Mstep: Class 10 contains 18977 members Mstep: Class 11 contains 9962 members Mstep: Class 12 contains 897 members Mstep: Class 13 contains 1255 members Mstep: Class 14 contains 17500 members Mstep: Class 15 contains 4981 members Mstep: Class 16 contains 492 members Mstep: Class 17 contains 202996 members Mstep: Class 18 contains 32925 members Mstep: Class 19 contains 11311 members Entering Unmasked Estep ConsiderDeletion Score: -65406632.000000 Penalty: 58048.128906 Iteration 9Q: 19 clusters Score -6.540663e+07 nChanged 14395 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 2 contains 68179 members Mstep: Class 3 contains 3549 members Mstep: Class 4 contains 5360 members Mstep: Class 5 contains 33994 members Mstep: Class 6 contains 9770 members Mstep: Class 7 contains 18757 members Mstep: Class 8 contains 1398 members Mstep: Class 9 contains 11285 members Mstep: Class 10 contains 18778 members Mstep: Class 11 contains 9982 members Mstep: Class 12 contains 910 members Mstep: Class 13 contains 1257 members Mstep: Class 14 contains 15261 members Mstep: Class 15 contains 4116 members Mstep: Class 16 contains 472 members Mstep: Class 17 contains 197151 members Mstep: Class 18 contains 32604 members Mstep: Class 19 contains 11107 members Entering Unmasked Estep ConsiderDeletion Score: -65427336.000000 Penalty: 58048.128906 Iteration 10Q: 19 clusters Score -6.542734e+07 nChanged 12659 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 2 contains 75174 members Mstep: Class 3 contains 3650 members Mstep: Class 4 contains 5014 members Mstep: Class 5 contains 34771 members Mstep: Class 6 contains 9626 members Mstep: Class 7 contains 19077 members Mstep: Class 8 contains 1399 members Mstep: Class 9 contains 12360 members Mstep: Class 10 contains 18166 members Mstep: Class 11 contains 9918 members Mstep: Class 12 contains 918 members Mstep: Class 13 contains 1256 members Mstep: Class 14 contains 13442 members Mstep: Class 15 contains 3525 members Mstep: Class 16 contains 454 members Mstep: Class 17 contains 191955 members Mstep: Class 18 contains 32314 members Mstep: Class 19 contains 10911 members Entering Unmasked Estep ConsiderDeletion Score: -65446232.000000 Penalty: 58048.128906 Iteration 11Q: 19 clusters Score -6.544623e+07 nChanged 10936 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 2 contains 81040 members Mstep: Class 3 contains 3700 members Mstep: Class 4 contains 4693 members Mstep: Class 5 contains 34717 members Mstep: Class 6 contains 9458 members Mstep: Class 7 contains 20318 members Mstep: Class 8 contains 1397 members Mstep: Class 9 contains 13574 members Mstep: Class 10 contains 17305 members Mstep: Class 11 contains 9757 members Mstep: Class 12 contains 946 members Mstep: Class 13 contains 1256 members Mstep: Class 14 contains 11992 members Mstep: Class 15 contains 3184 members Mstep: Class 16 contains 420 members Mstep: Class 17 contains 187329 members Mstep: Class 18 contains 32046 members Mstep: Class 19 contains 10798 members Entering Unmasked Estep ConsiderDeletion Score: -65453592.000000 Penalty: 58048.128906 Iteration 12Q: 19 clusters Score -6.545359e+07 nChanged 9260 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 2 contains 86180 members Mstep: Class 3 contains 3714 members Mstep: Class 4 contains 4451 members Mstep: Class 5 contains 34492 members Mstep: Class 6 contains 9378 members Mstep: Class 7 contains 21224 members Mstep: Class 8 contains 1396 members Mstep: Class 9 contains 14568 members Mstep: Class 10 contains 16838 members Mstep: Class 11 contains 9533 members Mstep: Class 12 contains 949 members Mstep: Class 13 contains 1256 members Mstep: Class 14 contains 11049 members Mstep: Class 15 contains 2958 members Mstep: Class 16 contains 411 members Mstep: Class 17 contains 182985 members Mstep: Class 18 contains 31848 members Mstep: Class 19 contains 10700 members Entering Unmasked Estep ConsiderDeletion Score: -65457688.000000 Penalty: 58048.128906 Iteration 13Q: 19 clusters Score -6.545769e+07 nChanged 7966 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 2 contains 90644 members Mstep: Class 3 contains 3729 members Mstep: Class 4 contains 4250 members Mstep: Class 5 contains 34165 members Mstep: Class 6 contains 9313 members Mstep: Class 7 contains 21967 members Mstep: Class 8 contains 1395 members Mstep: Class 9 contains 15434 members Mstep: Class 10 contains 16483 members Mstep: Class 11 contains 9304 members Mstep: Class 12 contains 953 members Mstep: Class 13 contains 1256 members Mstep: Class 14 contains 10576 members Mstep: Class 15 contains 2835 members Mstep: Class 16 contains 402 members Mstep: Class 17 contains 178968 members Mstep: Class 18 contains 31679 members Mstep: Class 19 contains 10577 members Entering Unmasked Estep ConsiderDeletion Score: -65460620.000000 Penalty: 58048.128906 Iteration 14Q: 19 clusters Score -6.546062e+07 nChanged 6990 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 2 contains 94576 members Mstep: Class 3 contains 3791 members Mstep: Class 4 contains 4088 members Mstep: Class 5 contains 33880 members Mstep: Class 6 contains 9269 members Mstep: Class 7 contains 22518 members Mstep: Class 8 contains 1389 members Mstep: Class 9 contains 16105 members Mstep: Class 10 contains 16211 members Mstep: Class 11 contains 9062 members Mstep: Class 12 contains 946 members Mstep: Class 13 contains 1256 members Mstep: Class 14 contains 10309 members Mstep: Class 15 contains 2769 members Mstep: Class 16 contains 398 members Mstep: Class 17 contains 175301 members Mstep: Class 18 contains 31598 members Mstep: Class 19 contains 10464 members Entering Unmasked Estep ConsiderDeletion Score: -65462188.000000 Penalty: 58048.128906 Iteration 15Q: 19 clusters Score -6.546219e+07 nChanged 6065 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 2 contains 98133 members Mstep: Class 3 contains 3863 members Mstep: Class 4 contains 3984 members Mstep: Class 5 contains 33659 members Mstep: Class 6 contains 9243 members Mstep: Class 7 contains 22906 members Mstep: Class 8 contains 1387 members Mstep: Class 9 contains 16576 members Mstep: Class 10 contains 16056 members Mstep: Class 11 contains 8815 members Mstep: Class 12 contains 947 members Mstep: Class 13 contains 1256 members Mstep: Class 14 contains 10114 members Mstep: Class 15 contains 2728 members Mstep: Class 16 contains 392 members Mstep: Class 17 contains 171927 members Mstep: Class 18 contains 31582 members Mstep: Class 19 contains 10362 members Entering Unmasked Estep ConsiderDeletion Score: -65463428.000000 Penalty: 58048.128906 Iteration 16Q: 19 clusters Score -6.546343e+07 nChanged 5258 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 2 contains 101365 members Mstep: Class 3 contains 3989 members Mstep: Class 4 contains 3883 members Mstep: Class 5 contains 33501 members Mstep: Class 6 contains 9218 members Mstep: Class 7 contains 23208 members Mstep: Class 8 contains 1384 members Mstep: Class 9 contains 16899 members Mstep: Class 10 contains 15937 members Mstep: Class 11 contains 8561 members Mstep: Class 12 contains 948 members Mstep: Class 13 contains 1256 members Mstep: Class 14 contains 10003 members Mstep: Class 15 contains 2711 members Mstep: Class 16 contains 391 members Mstep: Class 17 contains 168801 members Mstep: Class 18 contains 31592 members Mstep: Class 19 contains 10283 members Entering Unmasked Estep ConsiderDeletion Score: -65463700.000000 Penalty: 58048.128906 Iteration 17Q: 19 clusters Score -6.54637e+07 nChanged 4831 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 2 contains 104357 members Mstep: Class 3 contains 4127 members Mstep: Class 4 contains 3770 members Mstep: Class 5 contains 33394 members Mstep: Class 6 contains 9209 members Mstep: Class 7 contains 23400 members Mstep: Class 8 contains 1379 members Mstep: Class 9 contains 17129 members Mstep: Class 10 contains 15888 members Mstep: Class 11 contains 8344 members Mstep: Class 12 contains 948 members Mstep: Class 13 contains 1256 members Mstep: Class 14 contains 9976 members Mstep: Class 15 contains 2695 members Mstep: Class 16 contains 389 members Mstep: Class 17 contains 165857 members Mstep: Class 18 contains 31597 members Mstep: Class 19 contains 10215 members Entering Unmasked Estep ConsiderDeletion Score: -65463996.000000 Penalty: 58048.128906 Iteration 18Q: 19 clusters Score -6.5464e+07 nChanged 4563 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 2 contains 107292 members Mstep: Class 3 contains 4272 members Mstep: Class 4 contains 3663 members Mstep: Class 5 contains 33321 members Mstep: Class 6 contains 9187 members Mstep: Class 7 contains 23534 members Mstep: Class 8 contains 1375 members Mstep: Class 9 contains 17284 members Mstep: Class 10 contains 15857 members Mstep: Class 11 contains 8132 members Mstep: Class 12 contains 950 members Mstep: Class 13 contains 1256 members Mstep: Class 14 contains 9992 members Mstep: Class 15 contains 2701 members Mstep: Class 16 contains 387 members Mstep: Class 17 contains 162951 members Mstep: Class 18 contains 31628 members Mstep: Class 19 contains 10148 members Entering Unmasked Estep ConsiderDeletion Score: -65464780.000000 Penalty: 58048.128906 Iteration 19Q: 19 clusters Score -6.546478e+07 nChanged 4256 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 2 contains 109948 members Mstep: Class 3 contains 4428 members Mstep: Class 4 contains 3569 members Mstep: Class 5 contains 33273 members Mstep: Class 6 contains 9157 members Mstep: Class 7 contains 23622 members Mstep: Class 8 contains 1372 members Mstep: Class 9 contains 17414 members Mstep: Class 10 contains 15827 members Mstep: Class 11 contains 7931 members Mstep: Class 12 contains 951 members Mstep: Class 13 contains 1256 members Mstep: Class 14 contains 10082 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 385 members Mstep: Class 17 contains 160252 members Mstep: Class 18 contains 31657 members Mstep: Class 19 contains 10087 members Entering Unmasked Estep ConsiderDeletion Score: -65469312.000000 Penalty: 58048.128906 Iteration 20F: 19 clusters Score -6.546931e+07 nChanged 4125 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 112229 members Mstep: Class 3 contains 4538 members Mstep: Class 4 contains 3701 members Mstep: Class 5 contains 33171 members Mstep: Class 6 contains 9113 members Mstep: Class 7 contains 23620 members Mstep: Class 8 contains 1371 members Mstep: Class 9 contains 17623 members Mstep: Class 10 contains 15840 members Mstep: Class 11 contains 7674 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 1257 members Mstep: Class 14 contains 10140 members Mstep: Class 15 contains 2740 members Mstep: Class 16 contains 337 members Mstep: Class 17 contains 157836 members Mstep: Class 18 contains 31714 members Mstep: Class 19 contains 10030 members Entering Unmasked Estep ConsiderDeletion Score: -65473588.000000 Penalty: 58048.128906 Iteration 21Q: 19 clusters Score -6.547359e+07 nChanged 3726 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 114149 members Mstep: Class 3 contains 4697 members Mstep: Class 4 contains 3959 members Mstep: Class 5 contains 33096 members Mstep: Class 6 contains 9059 members Mstep: Class 7 contains 23585 members Mstep: Class 8 contains 1371 members Mstep: Class 9 contains 17740 members Mstep: Class 10 contains 15832 members Mstep: Class 11 contains 7481 members Mstep: Class 12 contains 998 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 10197 members Mstep: Class 15 contains 2755 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 155711 members Mstep: Class 18 contains 31744 members Mstep: Class 19 contains 9968 members Entering Unmasked Estep ConsiderDeletion Score: -65475852.000000 Penalty: 58048.128906 Iteration 22Q: 19 clusters Score -6.547585e+07 nChanged 3203 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 115825 members Mstep: Class 3 contains 4855 members Mstep: Class 4 contains 4114 members Mstep: Class 5 contains 33043 members Mstep: Class 6 contains 9015 members Mstep: Class 7 contains 23591 members Mstep: Class 8 contains 1368 members Mstep: Class 9 contains 17799 members Mstep: Class 10 contains 15881 members Mstep: Class 11 contains 7326 members Mstep: Class 12 contains 996 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 10241 members Mstep: Class 15 contains 2759 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 153846 members Mstep: Class 18 contains 31772 members Mstep: Class 19 contains 9911 members Entering Unmasked Estep ConsiderDeletion Score: -65477404.000000 Penalty: 58048.128906 Iteration 23Q: 19 clusters Score -6.54774e+07 nChanged 2644 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 117315 members Mstep: Class 3 contains 4989 members Mstep: Class 4 contains 4204 members Mstep: Class 5 contains 33013 members Mstep: Class 6 contains 8994 members Mstep: Class 7 contains 23612 members Mstep: Class 8 contains 1362 members Mstep: Class 9 contains 17809 members Mstep: Class 10 contains 15938 members Mstep: Class 11 contains 7189 members Mstep: Class 12 contains 990 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 10297 members Mstep: Class 15 contains 2762 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 152204 members Mstep: Class 18 contains 31806 members Mstep: Class 19 contains 9858 members Entering Unmasked Estep ConsiderDeletion Score: -65478576.000000 Penalty: 58048.128906 Iteration 24Q: 19 clusters Score -6.547858e+07 nChanged 2396 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 118687 members Mstep: Class 3 contains 5084 members Mstep: Class 4 contains 4266 members Mstep: Class 5 contains 32994 members Mstep: Class 6 contains 8979 members Mstep: Class 7 contains 23648 members Mstep: Class 8 contains 1358 members Mstep: Class 9 contains 17802 members Mstep: Class 10 contains 15991 members Mstep: Class 11 contains 7071 members Mstep: Class 12 contains 988 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 10354 members Mstep: Class 15 contains 2768 members Mstep: Class 16 contains 332 members Mstep: Class 17 contains 150706 members Mstep: Class 18 contains 31832 members Mstep: Class 19 contains 9813 members Entering Unmasked Estep ConsiderDeletion Score: -65479984.000000 Penalty: 58048.128906 Iteration 25Q: 19 clusters Score -6.547998e+07 nChanged 2112 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 119854 members Mstep: Class 3 contains 5178 members Mstep: Class 4 contains 4317 members Mstep: Class 5 contains 32974 members Mstep: Class 6 contains 8971 members Mstep: Class 7 contains 23692 members Mstep: Class 8 contains 1354 members Mstep: Class 9 contains 17794 members Mstep: Class 10 contains 16024 members Mstep: Class 11 contains 6957 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 10418 members Mstep: Class 15 contains 2779 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 149421 members Mstep: Class 18 contains 31861 members Mstep: Class 19 contains 9759 members Entering Unmasked Estep ConsiderDeletion Score: -65481204.000000 Penalty: 58048.128906 Iteration 26Q: 19 clusters Score -6.54812e+07 nChanged 1905 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 120838 members Mstep: Class 3 contains 5287 members Mstep: Class 4 contains 4341 members Mstep: Class 5 contains 32963 members Mstep: Class 6 contains 8977 members Mstep: Class 7 contains 23746 members Mstep: Class 8 contains 1352 members Mstep: Class 9 contains 17762 members Mstep: Class 10 contains 16032 members Mstep: Class 11 contains 6871 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 10509 members Mstep: Class 15 contains 2781 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 148318 members Mstep: Class 18 contains 31870 members Mstep: Class 19 contains 9706 members Entering Unmasked Estep ConsiderDeletion Score: -65482204.000000 Penalty: 58048.128906 Iteration 27Q: 19 clusters Score -6.54822e+07 nChanged 1648 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 121662 members Mstep: Class 3 contains 5385 members Mstep: Class 4 contains 4356 members Mstep: Class 5 contains 32959 members Mstep: Class 6 contains 8974 members Mstep: Class 7 contains 23792 members Mstep: Class 8 contains 1351 members Mstep: Class 9 contains 17728 members Mstep: Class 10 contains 16054 members Mstep: Class 11 contains 6805 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 10599 members Mstep: Class 15 contains 2765 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 147386 members Mstep: Class 18 contains 31877 members Mstep: Class 19 contains 9660 members Entering Unmasked Estep ConsiderDeletion Score: -65482820.000000 Penalty: 58048.128906 Iteration 28Q: 19 clusters Score -6.548282e+07 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 122343 members Mstep: Class 3 contains 5475 members Mstep: Class 4 contains 4368 members Mstep: Class 5 contains 32953 members Mstep: Class 6 contains 8967 members Mstep: Class 7 contains 23825 members Mstep: Class 8 contains 1349 members Mstep: Class 9 contains 17687 members Mstep: Class 10 contains 16104 members Mstep: Class 11 contains 6739 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 10719 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 146597 members Mstep: Class 18 contains 31883 members Mstep: Class 19 contains 9618 members Entering Unmasked Estep ConsiderDeletion Score: -65483440.000000 Penalty: 58048.128906 Iteration 29Q: 19 clusters Score -6.548344e+07 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 122920 members Mstep: Class 3 contains 5575 members Mstep: Class 4 contains 4374 members Mstep: Class 5 contains 32948 members Mstep: Class 6 contains 8951 members Mstep: Class 7 contains 23855 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 17644 members Mstep: Class 10 contains 16170 members Mstep: Class 11 contains 6691 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 10841 members Mstep: Class 15 contains 2641 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 145932 members Mstep: Class 18 contains 31883 members Mstep: Class 19 contains 9580 members Entering Unmasked Estep ConsiderDeletion Score: -65484180.000000 Penalty: 58048.128906 Iteration 30Q: 19 clusters Score -6.548418e+07 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 123460 members Mstep: Class 3 contains 5658 members Mstep: Class 4 contains 4377 members Mstep: Class 5 contains 32947 members Mstep: Class 6 contains 8937 members Mstep: Class 7 contains 23878 members Mstep: Class 8 contains 1349 members Mstep: Class 9 contains 17597 members Mstep: Class 10 contains 16233 members Mstep: Class 11 contains 6658 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 10966 members Mstep: Class 15 contains 2547 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 145325 members Mstep: Class 18 contains 31888 members Mstep: Class 19 contains 9533 members Entering Unmasked Estep ConsiderDeletion Score: -65484984.000000 Penalty: 58048.128906 Iteration 31Q: 19 clusters Score -6.548498e+07 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 123959 members Mstep: Class 3 contains 5761 members Mstep: Class 4 contains 4382 members Mstep: Class 5 contains 32951 members Mstep: Class 6 contains 8918 members Mstep: Class 7 contains 23898 members Mstep: Class 8 contains 1350 members Mstep: Class 9 contains 17544 members Mstep: Class 10 contains 16294 members Mstep: Class 11 contains 6626 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 11058 members Mstep: Class 15 contains 2485 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 144741 members Mstep: Class 18 contains 31896 members Mstep: Class 19 contains 9490 members Entering Unmasked Estep ConsiderDeletion Score: -65485540.000000 Penalty: 58048.128906 Iteration 32Q: 19 clusters Score -6.548554e+07 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 124424 members Mstep: Class 3 contains 5834 members Mstep: Class 4 contains 4387 members Mstep: Class 5 contains 32955 members Mstep: Class 6 contains 8897 members Mstep: Class 7 contains 23928 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 17485 members Mstep: Class 10 contains 16339 members Mstep: Class 11 contains 6596 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 11135 members Mstep: Class 15 contains 2436 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 144217 members Mstep: Class 18 contains 31917 members Mstep: Class 19 contains 9455 members Entering Unmasked Estep ConsiderDeletion Score: -65486028.000000 Penalty: 58048.128906 Iteration 33Q: 19 clusters Score -6.548603e+07 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 124842 members Mstep: Class 3 contains 5919 members Mstep: Class 4 contains 4388 members Mstep: Class 5 contains 32962 members Mstep: Class 6 contains 8871 members Mstep: Class 7 contains 23956 members Mstep: Class 8 contains 1350 members Mstep: Class 9 contains 17434 members Mstep: Class 10 contains 16394 members Mstep: Class 11 contains 6568 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 11197 members Mstep: Class 15 contains 2387 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 143745 members Mstep: Class 18 contains 31937 members Mstep: Class 19 contains 9403 members Entering Unmasked Estep ConsiderDeletion Score: -65486544.000000 Penalty: 58048.128906 Iteration 34Q: 19 clusters Score -6.548654e+07 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 125260 members Mstep: Class 3 contains 5997 members Mstep: Class 4 contains 4389 members Mstep: Class 5 contains 32968 members Mstep: Class 6 contains 8843 members Mstep: Class 7 contains 23978 members Mstep: Class 8 contains 1355 members Mstep: Class 9 contains 17387 members Mstep: Class 10 contains 16447 members Mstep: Class 11 contains 6546 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 11234 members Mstep: Class 15 contains 2361 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 143302 members Mstep: Class 18 contains 31950 members Mstep: Class 19 contains 9336 members Entering Unmasked Estep ConsiderDeletion Score: -65487184.000000 Penalty: 58048.128906 Iteration 35Q: 19 clusters Score -6.548718e+07 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 125663 members Mstep: Class 3 contains 6069 members Mstep: Class 4 contains 4393 members Mstep: Class 5 contains 32968 members Mstep: Class 6 contains 8822 members Mstep: Class 7 contains 23995 members Mstep: Class 8 contains 1358 members Mstep: Class 9 contains 17340 members Mstep: Class 10 contains 16499 members Mstep: Class 11 contains 6516 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 11276 members Mstep: Class 15 contains 2361 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 142899 members Mstep: Class 18 contains 31952 members Mstep: Class 19 contains 9242 members Entering Unmasked Estep ConsiderDeletion Score: -65487780.000000 Penalty: 58048.128906 Iteration 36Q: 19 clusters Score -6.548778e+07 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 126031 members Mstep: Class 3 contains 6157 members Mstep: Class 4 contains 4397 members Mstep: Class 5 contains 32973 members Mstep: Class 6 contains 8797 members Mstep: Class 7 contains 24012 members Mstep: Class 8 contains 1355 members Mstep: Class 9 contains 17300 members Mstep: Class 10 contains 16519 members Mstep: Class 11 contains 6495 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 11311 members Mstep: Class 15 contains 2383 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 142537 members Mstep: Class 18 contains 31963 members Mstep: Class 19 contains 9123 members Entering Unmasked Estep ConsiderDeletion Score: -65488644.000000 Penalty: 58048.128906 Iteration 37Q: 19 clusters Score -6.548864e+07 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 126408 members Mstep: Class 3 contains 6235 members Mstep: Class 4 contains 4401 members Mstep: Class 5 contains 32976 members Mstep: Class 6 contains 8772 members Mstep: Class 7 contains 24029 members Mstep: Class 8 contains 1362 members Mstep: Class 9 contains 17260 members Mstep: Class 10 contains 16557 members Mstep: Class 11 contains 6477 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 11339 members Mstep: Class 15 contains 2410 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 142177 members Mstep: Class 18 contains 31972 members Mstep: Class 19 contains 8978 members Entering Unmasked Estep ConsiderDeletion Score: -65490812.000000 Penalty: 58048.128906 Iteration 38Q: 19 clusters Score -6.549081e+07 nChanged 1014 Entering ConstructFrom: Score: -65490812.000000 Penalty: 58048.128906 Entering ConstructFrom: Trying to split cluster 2 (126722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126722 members Entering Unmasked Estep Score: -18467402.000000 Penalty: 2913.938232 Iteration 0F: 2 clusters Score -1.84674e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63495 members Mstep: Class 2 contains 63227 members Entering Unmasked Estep Score: -18383396.000000 Penalty: 5827.876465 Iteration 0F: 3 clusters Score -1.83834e+07 nChanged 60467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65914 members Mstep: Class 2 contains 60808 members Entering Unmasked Estep Score: -18419810.000000 Penalty: 5827.876465 Iteration 1F: 3 clusters Score -1.841981e+07 nChanged 6155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67311 members Mstep: Class 2 contains 59411 members Entering Unmasked Estep Score: -18422778.000000 Penalty: 5827.876465 Iteration 2Q: 3 clusters Score -1.842278e+07 nChanged 7485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69376 members Mstep: Class 2 contains 57346 members Entering Unmasked Estep Score: -18427350.000000 Penalty: 5827.876465 Iteration 3F: 3 clusters Score -1.842735e+07 nChanged 8792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72144 members Mstep: Class 2 contains 54578 members Entering Unmasked Estep Score: -18433822.000000 Penalty: 5827.876465 Iteration 4F: 3 clusters Score -1.843382e+07 nChanged 9371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75091 members Mstep: Class 2 contains 51631 members Entering Unmasked Estep Score: -18441094.000000 Penalty: 5827.876465 Iteration 5F: 3 clusters Score -1.844109e+07 nChanged 8738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77333 members Mstep: Class 2 contains 49389 members Entering Unmasked Estep Score: -18447414.000000 Penalty: 5827.876465 Iteration 6F: 3 clusters Score -1.844741e+07 nChanged 7330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78845 members Mstep: Class 2 contains 47877 members Entering Unmasked Estep Score: -18452102.000000 Penalty: 5827.876465 Iteration 7F: 3 clusters Score -1.84521e+07 nChanged 5803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79496 members Mstep: Class 2 contains 47226 members Entering Unmasked Estep Score: -18455210.000000 Penalty: 5827.876465 Iteration 8Q: 3 clusters Score -1.845521e+07 nChanged 4483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79693 members Mstep: Class 2 contains 47029 members Entering Unmasked Estep Score: -18457196.000000 Penalty: 5827.876465 Iteration 9Q: 3 clusters Score -1.84572e+07 nChanged 3387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79560 members Mstep: Class 2 contains 47162 members Entering Unmasked Estep Score: -18458226.000000 Penalty: 5827.876465 Iteration 10Q: 3 clusters Score -1.845823e+07 nChanged 2433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79235 members Mstep: Class 2 contains 47487 members Entering Unmasked Estep Score: -18458622.000000 Penalty: 5827.876465 Iteration 11Q: 3 clusters Score -1.845862e+07 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78815 members Mstep: Class 2 contains 47907 members Entering Unmasked Estep Score: -18458940.000000 Penalty: 5827.876465 Iteration 12Q: 3 clusters Score -1.845894e+07 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78307 members Mstep: Class 2 contains 48415 members Entering Unmasked Estep Score: -18459158.000000 Penalty: 5827.876465 Iteration 13Q: 3 clusters Score -1.845916e+07 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77681 members Mstep: Class 2 contains 49041 members Entering Unmasked Estep Score: -18459272.000000 Penalty: 5827.876465 Iteration 14Q: 3 clusters Score -1.845927e+07 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76942 members Mstep: Class 2 contains 49780 members Entering Unmasked Estep Score: -18459446.000000 Penalty: 5827.876465 Iteration 15Q: 3 clusters Score -1.845945e+07 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76069 members Mstep: Class 2 contains 50653 members Entering Unmasked Estep Score: -18459666.000000 Penalty: 5827.876465 Iteration 16Q: 3 clusters Score -1.845967e+07 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75071 members Mstep: Class 2 contains 51651 members Entering Unmasked Estep Score: -18459844.000000 Penalty: 5827.876465 Iteration 17Q: 3 clusters Score -1.845984e+07 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73931 members Mstep: Class 2 contains 52791 members Entering Unmasked Estep Score: -18460172.000000 Penalty: 5827.876465 Iteration 18Q: 3 clusters Score -1.846017e+07 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72547 members Mstep: Class 2 contains 54175 members Entering Unmasked Estep Score: -18460580.000000 Penalty: 5827.876465 Iteration 19Q: 3 clusters Score -1.846058e+07 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71031 members Mstep: Class 2 contains 55691 members Entering Unmasked Estep Score: -18460962.000000 Penalty: 5827.876465 Iteration 20F: 3 clusters Score -1.846096e+07 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69211 members Mstep: Class 2 contains 57511 members Entering Unmasked Estep Score: -18461610.000000 Penalty: 5827.876465 Iteration 21Q: 3 clusters Score -1.846161e+07 nChanged 2145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67166 members Mstep: Class 2 contains 59556 members Entering Unmasked Estep Score: -18462490.000000 Penalty: 5827.876465 Iteration 22Q: 3 clusters Score -1.846249e+07 nChanged 2357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64929 members Mstep: Class 2 contains 61793 members Entering Unmasked Estep Score: -18463454.000000 Penalty: 5827.876465 Iteration 23Q: 3 clusters Score -1.846345e+07 nChanged 2539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62474 members Mstep: Class 2 contains 64248 members Entering Unmasked Estep Score: -18464474.000000 Penalty: 5827.876465 Iteration 24Q: 3 clusters Score -1.846447e+07 nChanged 2640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59906 members Mstep: Class 2 contains 66816 members Entering Unmasked Estep Score: -18465522.000000 Penalty: 5827.876465 Iteration 25Q: 3 clusters Score -1.846552e+07 nChanged 2635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57337 members Mstep: Class 2 contains 69385 members Entering Unmasked Estep Score: -18466674.000000 Penalty: 5827.876465 Iteration 26Q: 3 clusters Score -1.846667e+07 nChanged 2525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54872 members Mstep: Class 2 contains 71850 members Entering Unmasked Estep Score: -18467682.000000 Penalty: 5827.876465 Iteration 27Q: 3 clusters Score -1.846768e+07 nChanged 2335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52579 members Mstep: Class 2 contains 74143 members Entering Unmasked Estep Score: -18468528.000000 Penalty: 5827.876465 Iteration 28Q: 3 clusters Score -1.846853e+07 nChanged 2084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50537 members Mstep: Class 2 contains 76185 members Entering Unmasked Estep Score: -18469218.000000 Penalty: 5827.876465 Iteration 29Q: 3 clusters Score -1.846922e+07 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48730 members Mstep: Class 2 contains 77992 members Entering Unmasked Estep Score: -18469624.000000 Penalty: 5827.876465 Iteration 30Q: 3 clusters Score -1.846962e+07 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47193 members Mstep: Class 2 contains 79529 members Entering Unmasked Estep Score: -18469968.000000 Penalty: 5827.876465 Iteration 31Q: 3 clusters Score -1.846997e+07 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45793 members Mstep: Class 2 contains 80929 members Entering Unmasked Estep Score: -18470350.000000 Penalty: 5827.876465 Iteration 32Q: 3 clusters Score -1.847035e+07 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44659 members Mstep: Class 2 contains 82063 members Entering Unmasked Estep Score: -18470578.000000 Penalty: 5827.876465 Iteration 33Q: 3 clusters Score -1.847058e+07 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43673 members Mstep: Class 2 contains 83049 members Entering Unmasked Estep Score: -18470680.000000 Penalty: 5827.876465 Iteration 34Q: 3 clusters Score -1.847068e+07 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42778 members Mstep: Class 2 contains 83944 members Entering Unmasked Estep Score: -18470878.000000 Penalty: 5827.876465 Iteration 35Q: 3 clusters Score -1.847088e+07 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41921 members Mstep: Class 2 contains 84801 members Entering Unmasked Estep Score: -18471068.000000 Penalty: 5827.876465 Iteration 36Q: 3 clusters Score -1.847107e+07 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41121 members Mstep: Class 2 contains 85601 members Entering Unmasked Estep Score: -18471136.000000 Penalty: 5827.876465 Iteration 37Q: 3 clusters Score -1.847114e+07 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40313 members Mstep: Class 2 contains 86409 members Entering Unmasked Estep Score: -18471322.000000 Penalty: 5827.876465 Iteration 38Q: 3 clusters Score -1.847132e+07 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39521 members Mstep: Class 2 contains 87201 members Entering Unmasked Estep Score: -18471416.000000 Penalty: 5827.876465 Iteration 39Q: 3 clusters Score -1.847142e+07 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38782 members Mstep: Class 2 contains 87940 members Entering Unmasked Estep Score: -18471620.000000 Penalty: 5827.876465 Iteration 40F: 3 clusters Score -1.847162e+07 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37967 members Mstep: Class 2 contains 88755 members Entering Unmasked Estep Score: -18472026.000000 Penalty: 5827.876465 Iteration 41Q: 3 clusters Score -1.847203e+07 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36993 members Mstep: Class 2 contains 89729 members Entering Unmasked Estep Score: -18472534.000000 Penalty: 5827.876465 Iteration 42Q: 3 clusters Score -1.847253e+07 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35831 members Mstep: Class 2 contains 90891 members Entering Unmasked Estep Score: -18473546.000000 Penalty: 5827.876465 Iteration 43Q: 3 clusters Score -1.847355e+07 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34485 members Mstep: Class 2 contains 92237 members Entering Unmasked Estep Score: -18475688.000000 Penalty: 5827.876465 Iteration 44Q: 3 clusters Score -1.847569e+07 nChanged 1898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33059 members Mstep: Class 2 contains 93663 members Entering Unmasked Estep Score: -18478988.000000 Penalty: 5827.876465 Iteration 45Q: 3 clusters Score -1.847899e+07 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31982 members Mstep: Class 2 contains 94740 members Entering Unmasked Estep Score: -18481384.000000 Penalty: 5827.876465 Iteration 46Q: 3 clusters Score -1.848138e+07 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31397 members Mstep: Class 2 contains 95325 members Entering Unmasked Estep Score: -18482108.000000 Penalty: 5827.876465 Iteration 47Q: 3 clusters Score -1.848211e+07 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31045 members Mstep: Class 2 contains 95677 members Entering Unmasked Estep Score: -18482280.000000 Penalty: 5827.876465 Iteration 48Q: 3 clusters Score -1.848228e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30826 members Mstep: Class 2 contains 95896 members Entering Unmasked Estep Score: -18482346.000000 Penalty: 5827.876465 Iteration 49Q: 3 clusters Score -1.848235e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30679 members Mstep: Class 2 contains 96043 members Entering Unmasked Estep Score: -18482326.000000 Penalty: 5827.876465 Iteration 50Q: 3 clusters Score -1.848233e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30582 members Mstep: Class 2 contains 96140 members Entering Unmasked Estep Score: -18482314.000000 Penalty: 5827.876465 Iteration 51Q: 3 clusters Score -1.848231e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30521 members Mstep: Class 2 contains 96201 members Entering Unmasked Estep Score: -18482300.000000 Penalty: 5827.876465 Iteration 52Q: 3 clusters Score -1.84823e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30479 members Mstep: Class 2 contains 96243 members Entering Unmasked Estep Score: -18482294.000000 Penalty: 5827.876465 Iteration 53Q: 3 clusters Score -1.848229e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30456 members Mstep: Class 2 contains 96266 members Entering Unmasked Estep Score: -18482290.000000 Penalty: 5827.876465 Iteration 54Q: 3 clusters Score -1.848229e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30444 members Mstep: Class 2 contains 96278 members Entering Unmasked Estep Score: -18482286.000000 Penalty: 5827.876465 Iteration 55Q: 3 clusters Score -1.848229e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30431 members Mstep: Class 2 contains 96291 members Entering Unmasked Estep Score: -18482302.000000 Penalty: 5827.876465 Iteration 56Q: 3 clusters Score -1.84823e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30421 members Mstep: Class 2 contains 96301 members Entering Unmasked Estep Score: -18482316.000000 Penalty: 5827.876465 Iteration 57Q: 3 clusters Score -1.848232e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30418 members Mstep: Class 2 contains 96304 members Entering Unmasked Estep Score: -18482312.000000 Penalty: 5827.876465 Iteration 58Q: 3 clusters Score -1.848231e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30415 members Mstep: Class 2 contains 96307 members Entering Unmasked Estep Score: -18482310.000000 Penalty: 5827.876465 Iteration 59Q: 3 clusters Score -1.848231e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30415 members Mstep: Class 2 contains 96307 members Entering Unmasked Estep Score: -18482310.000000 Penalty: 5827.876465 Iteration 60F: 3 clusters Score -1.848231e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 96307 members Mstep: Class 2 contains 30415 members Mstep: Class 3 contains 6329 members Mstep: Class 4 contains 4407 members Mstep: Class 5 contains 32979 members Mstep: Class 6 contains 8745 members Mstep: Class 7 contains 24045 members Mstep: Class 8 contains 1392 members Mstep: Class 9 contains 17202 members Mstep: Class 10 contains 16560 members Mstep: Class 11 contains 6462 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 11359 members Mstep: Class 15 contains 2450 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 141867 members Mstep: Class 18 contains 31978 members Mstep: Class 19 contains 8856 members Entering Unmasked Estep Score: -65507796.000000 Penalty: 61273.027344 Splitting cluster 2 changes total score from -65490812.000000 to -65507796.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 3 (6329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6329 members Entering Unmasked Estep Score: -836346.000000 Penalty: 2170.718506 Iteration 0F: 2 clusters Score -836346 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -831197.500000 Penalty: 4341.437012 Iteration 0F: 3 clusters Score -831197.5 nChanged 2540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -833191.000000 Penalty: 4341.437012 Iteration 1F: 3 clusters Score -833191 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -834100.125000 Penalty: 4341.437012 Iteration 2F: 3 clusters Score -834100.1 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -834838.875000 Penalty: 4341.437012 Iteration 3F: 3 clusters Score -834838.9 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -835499.625000 Penalty: 4341.437012 Iteration 4F: 3 clusters Score -835499.6 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -835946.125000 Penalty: 4341.437012 Iteration 5F: 3 clusters Score -835946.1 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -836165.437500 Penalty: 4341.437012 Iteration 6Q: 3 clusters Score -836165.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -836315.687500 Penalty: 4341.437012 Iteration 7Q: 3 clusters Score -836315.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -836423.125000 Penalty: 4341.437012 Iteration 8Q: 3 clusters Score -836423.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -836496.875000 Penalty: 4341.437012 Iteration 9Q: 3 clusters Score -836496.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -836533.375000 Penalty: 4341.437012 Iteration 10Q: 3 clusters Score -836533.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -836563.500000 Penalty: 4341.437012 Iteration 11Q: 3 clusters Score -836563.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -836598.250000 Penalty: 4341.437012 Iteration 12Q: 3 clusters Score -836598.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -836632.625000 Penalty: 4341.437012 Iteration 13Q: 3 clusters Score -836632.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -836669.250000 Penalty: 4341.437012 Iteration 14Q: 3 clusters Score -836669.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -836704.312500 Penalty: 4341.437012 Iteration 15Q: 3 clusters Score -836704.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -836730.437500 Penalty: 4341.437012 Iteration 16Q: 3 clusters Score -836730.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -836749.187500 Penalty: 4341.437012 Iteration 17Q: 3 clusters Score -836749.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -836770.375000 Penalty: 4341.437012 Iteration 18Q: 3 clusters Score -836770.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -836782.875000 Penalty: 4341.437012 Iteration 19Q: 3 clusters Score -836782.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -836794.000000 Penalty: 4341.437012 Iteration 20F: 3 clusters Score -836794 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -836798.000000 Penalty: 4341.437012 Iteration 21Q: 3 clusters Score -836798 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -836802.937500 Penalty: 4341.437012 Iteration 22Q: 3 clusters Score -836802.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -836805.312500 Penalty: 4341.437012 Iteration 23Q: 3 clusters Score -836805.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -836808.187500 Penalty: 4341.437012 Iteration 24Q: 3 clusters Score -836808.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -836812.687500 Penalty: 4341.437012 Iteration 25Q: 3 clusters Score -836812.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -836813.750000 Penalty: 4341.437012 Iteration 26Q: 3 clusters Score -836813.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -836817.312500 Penalty: 4341.437012 Iteration 27Q: 3 clusters Score -836817.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -836817.250000 Penalty: 4341.437012 Iteration 28Q: 3 clusters Score -836817.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -836818.250000 Penalty: 4341.437012 Iteration 29Q: 3 clusters Score -836818.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -836820.812500 Penalty: 4341.437012 Iteration 30Q: 3 clusters Score -836820.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -836819.500000 Penalty: 4341.437012 Iteration 31Q: 3 clusters Score -836819.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -836819.500000 Penalty: 4341.437012 Iteration 32F: 3 clusters Score -836819.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 96307 members Mstep: Class 2 contains 30415 members Mstep: Class 3 contains 3762 members Mstep: Class 4 contains 4407 members Mstep: Class 5 contains 32979 members Mstep: Class 6 contains 8745 members Mstep: Class 7 contains 24045 members Mstep: Class 8 contains 1392 members Mstep: Class 9 contains 17202 members Mstep: Class 10 contains 16560 members Mstep: Class 11 contains 6462 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 11359 members Mstep: Class 15 contains 2450 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 141867 members Mstep: Class 18 contains 31978 members Mstep: Class 19 contains 8856 members Mstep: Class 20 contains 2567 members Entering Unmasked Estep Score: -65507328.000000 Penalty: 64497.921875 Splitting cluster 3 changes total score from -65490812.000000 to -65507328.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 4 (4407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Entering Unmasked Estep Score: -668982.625000 Penalty: 2080.955322 Iteration 0F: 2 clusters Score -668982.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -664852.250000 Penalty: 4161.910645 Iteration 0F: 3 clusters Score -664852.2 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -665905.125000 Penalty: 4161.910645 Iteration 1F: 3 clusters Score -665905.1 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -666267.750000 Penalty: 4161.910645 Iteration 2F: 3 clusters Score -666267.8 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -666702.812500 Penalty: 4161.910645 Iteration 3F: 3 clusters Score -666702.8 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -667182.437500 Penalty: 4161.910645 Iteration 4F: 3 clusters Score -667182.4 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -667513.312500 Penalty: 4161.910645 Iteration 5F: 3 clusters Score -667513.3 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -667702.750000 Penalty: 4161.910645 Iteration 6Q: 3 clusters Score -667702.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -667822.875000 Penalty: 4161.910645 Iteration 7Q: 3 clusters Score -667822.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -667880.062500 Penalty: 4161.910645 Iteration 8Q: 3 clusters Score -667880.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -667917.375000 Penalty: 4161.910645 Iteration 9Q: 3 clusters Score -667917.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -667946.500000 Penalty: 4161.910645 Iteration 10Q: 3 clusters Score -667946.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -667961.187500 Penalty: 4161.910645 Iteration 11Q: 3 clusters Score -667961.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -667976.375000 Penalty: 4161.910645 Iteration 12Q: 3 clusters Score -667976.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -667989.312500 Penalty: 4161.910645 Iteration 13Q: 3 clusters Score -667989.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -668001.500000 Penalty: 4161.910645 Iteration 14Q: 3 clusters Score -668001.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -668010.625000 Penalty: 4161.910645 Iteration 15Q: 3 clusters Score -668010.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -668019.250000 Penalty: 4161.910645 Iteration 16Q: 3 clusters Score -668019.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -668026.937500 Penalty: 4161.910645 Iteration 17Q: 3 clusters Score -668026.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -668032.937500 Penalty: 4161.910645 Iteration 18Q: 3 clusters Score -668032.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -668039.062500 Penalty: 4161.910645 Iteration 19Q: 3 clusters Score -668039.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -668042.875000 Penalty: 4161.910645 Iteration 20F: 3 clusters Score -668042.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -668045.000000 Penalty: 4161.910645 Iteration 21Q: 3 clusters Score -668045 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -668047.125000 Penalty: 4161.910645 Iteration 22Q: 3 clusters Score -668047.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -668047.250000 Penalty: 4161.910645 Iteration 23Q: 3 clusters Score -668047.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -668049.125000 Penalty: 4161.910645 Iteration 24Q: 3 clusters Score -668049.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -668050.687500 Penalty: 4161.910645 Iteration 25Q: 3 clusters Score -668050.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -668052.187500 Penalty: 4161.910645 Iteration 26Q: 3 clusters Score -668052.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -668054.375000 Penalty: 4161.910645 Iteration 27Q: 3 clusters Score -668054.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -668056.437500 Penalty: 4161.910645 Iteration 28Q: 3 clusters Score -668056.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -668059.187500 Penalty: 4161.910645 Iteration 29Q: 3 clusters Score -668059.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -668062.625000 Penalty: 4161.910645 Iteration 30Q: 3 clusters Score -668062.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -668061.500000 Penalty: 4161.910645 Iteration 31Q: 3 clusters Score -668061.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -668062.750000 Penalty: 4161.910645 Iteration 32Q: 3 clusters Score -668062.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -668063.562500 Penalty: 4161.910645 Iteration 33Q: 3 clusters Score -668063.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -668063.437500 Penalty: 4161.910645 Iteration 34Q: 3 clusters Score -668063.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -668064.000000 Penalty: 4161.910645 Iteration 35Q: 3 clusters Score -668064 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -668064.187500 Penalty: 4161.910645 Iteration 36Q: 3 clusters Score -668064.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -668065.250000 Penalty: 4161.910645 Iteration 37Q: 3 clusters Score -668065.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -668064.937500 Penalty: 4161.910645 Iteration 38Q: 3 clusters Score -668064.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -668066.187500 Penalty: 4161.910645 Iteration 39Q: 3 clusters Score -668066.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -668066.187500 Penalty: 4161.910645 Iteration 40F: 3 clusters Score -668066.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (32979 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32979 members Entering Unmasked Estep Score: -5036681.500000 Penalty: 2580.099365 Iteration 0F: 2 clusters Score -5036682 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16528 members Mstep: Class 2 contains 16451 members Entering Unmasked Estep Score: -5014105.500000 Penalty: 5160.198730 Iteration 0F: 3 clusters Score -5014106 nChanged 14957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16445 members Mstep: Class 2 contains 16534 members Entering Unmasked Estep Score: -5022947.000000 Penalty: 5160.198730 Iteration 1F: 3 clusters Score -5022947 nChanged 2268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16083 members Mstep: Class 2 contains 16896 members Entering Unmasked Estep Score: -5024603.500000 Penalty: 5160.198730 Iteration 2F: 3 clusters Score -5024604 nChanged 2708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15391 members Mstep: Class 2 contains 17588 members Entering Unmasked Estep Score: -5027118.000000 Penalty: 5160.198730 Iteration 3F: 3 clusters Score -5027118 nChanged 3034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14581 members Mstep: Class 2 contains 18398 members Entering Unmasked Estep Score: -5029969.500000 Penalty: 5160.198730 Iteration 4F: 3 clusters Score -5029970 nChanged 2704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14131 members Mstep: Class 2 contains 18848 members Entering Unmasked Estep Score: -5031896.500000 Penalty: 5160.198730 Iteration 5F: 3 clusters Score -5031896 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14140 members Mstep: Class 2 contains 18839 members Entering Unmasked Estep Score: -5032930.000000 Penalty: 5160.198730 Iteration 6F: 3 clusters Score -5032930 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14438 members Mstep: Class 2 contains 18541 members Entering Unmasked Estep Score: -5033501.000000 Penalty: 5160.198730 Iteration 7Q: 3 clusters Score -5033501 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14874 members Mstep: Class 2 contains 18105 members Entering Unmasked Estep Score: -5033820.500000 Penalty: 5160.198730 Iteration 8Q: 3 clusters Score -5033820 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15366 members Mstep: Class 2 contains 17613 members Entering Unmasked Estep Score: -5034070.000000 Penalty: 5160.198730 Iteration 9Q: 3 clusters Score -5034070 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15886 members Mstep: Class 2 contains 17093 members Entering Unmasked Estep Score: -5034248.000000 Penalty: 5160.198730 Iteration 10Q: 3 clusters Score -5034248 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16393 members Mstep: Class 2 contains 16586 members Entering Unmasked Estep Score: -5034402.500000 Penalty: 5160.198730 Iteration 11Q: 3 clusters Score -5034402 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16884 members Mstep: Class 2 contains 16095 members Entering Unmasked Estep Score: -5034528.000000 Penalty: 5160.198730 Iteration 12Q: 3 clusters Score -5034528 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17399 members Mstep: Class 2 contains 15580 members Entering Unmasked Estep Score: -5034664.000000 Penalty: 5160.198730 Iteration 13Q: 3 clusters Score -5034664 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17915 members Mstep: Class 2 contains 15064 members Entering Unmasked Estep Score: -5034777.500000 Penalty: 5160.198730 Iteration 14Q: 3 clusters Score -5034778 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18438 members Mstep: Class 2 contains 14541 members Entering Unmasked Estep Score: -5034906.000000 Penalty: 5160.198730 Iteration 15Q: 3 clusters Score -5034906 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18948 members Mstep: Class 2 contains 14031 members Entering Unmasked Estep Score: -5035003.000000 Penalty: 5160.198730 Iteration 16Q: 3 clusters Score -5035003 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19438 members Mstep: Class 2 contains 13541 members Entering Unmasked Estep Score: -5035105.000000 Penalty: 5160.198730 Iteration 17Q: 3 clusters Score -5035105 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19900 members Mstep: Class 2 contains 13079 members Entering Unmasked Estep Score: -5035208.500000 Penalty: 5160.198730 Iteration 18Q: 3 clusters Score -5035208 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20393 members Mstep: Class 2 contains 12586 members Entering Unmasked Estep Score: -5035322.500000 Penalty: 5160.198730 Iteration 19Q: 3 clusters Score -5035322 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20840 members Mstep: Class 2 contains 12139 members Entering Unmasked Estep Score: -5035416.000000 Penalty: 5160.198730 Iteration 20F: 3 clusters Score -5035416 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21253 members Mstep: Class 2 contains 11726 members Entering Unmasked Estep Score: -5035502.500000 Penalty: 5160.198730 Iteration 21Q: 3 clusters Score -5035502 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21698 members Mstep: Class 2 contains 11281 members Entering Unmasked Estep Score: -5035603.000000 Penalty: 5160.198730 Iteration 22Q: 3 clusters Score -5035603 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22137 members Mstep: Class 2 contains 10842 members Entering Unmasked Estep Score: -5035702.500000 Penalty: 5160.198730 Iteration 23Q: 3 clusters Score -5035702 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22571 members Mstep: Class 2 contains 10408 members Entering Unmasked Estep Score: -5035765.500000 Penalty: 5160.198730 Iteration 24Q: 3 clusters Score -5035766 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23020 members Mstep: Class 2 contains 9959 members Entering Unmasked Estep Score: -5035902.000000 Penalty: 5160.198730 Iteration 25Q: 3 clusters Score -5035902 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23445 members Mstep: Class 2 contains 9534 members Entering Unmasked Estep Score: -5035978.500000 Penalty: 5160.198730 Iteration 26Q: 3 clusters Score -5035978 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23805 members Mstep: Class 2 contains 9174 members Entering Unmasked Estep Score: -5036053.000000 Penalty: 5160.198730 Iteration 27Q: 3 clusters Score -5036053 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24117 members Mstep: Class 2 contains 8862 members Entering Unmasked Estep Score: -5036118.500000 Penalty: 5160.198730 Iteration 28Q: 3 clusters Score -5036118 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24428 members Mstep: Class 2 contains 8551 members Entering Unmasked Estep Score: -5036168.000000 Penalty: 5160.198730 Iteration 29Q: 3 clusters Score -5036168 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24722 members Mstep: Class 2 contains 8257 members Entering Unmasked Estep Score: -5036211.000000 Penalty: 5160.198730 Iteration 30Q: 3 clusters Score -5036211 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24986 members Mstep: Class 2 contains 7993 members Entering Unmasked Estep Score: -5036264.000000 Penalty: 5160.198730 Iteration 31Q: 3 clusters Score -5036264 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25227 members Mstep: Class 2 contains 7752 members Entering Unmasked Estep Score: -5036318.000000 Penalty: 5160.198730 Iteration 32Q: 3 clusters Score -5036318 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25463 members Mstep: Class 2 contains 7516 members Entering Unmasked Estep Score: -5036345.500000 Penalty: 5160.198730 Iteration 33Q: 3 clusters Score -5036346 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25663 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -5036378.500000 Penalty: 5160.198730 Iteration 34Q: 3 clusters Score -5036378 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25841 members Mstep: Class 2 contains 7138 members Entering Unmasked Estep Score: -5036416.500000 Penalty: 5160.198730 Iteration 35Q: 3 clusters Score -5036416 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26026 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -5036432.000000 Penalty: 5160.198730 Iteration 36Q: 3 clusters Score -5036432 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26194 members Mstep: Class 2 contains 6785 members Entering Unmasked Estep Score: -5036467.000000 Penalty: 5160.198730 Iteration 37Q: 3 clusters Score -5036467 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26338 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -5036504.500000 Penalty: 5160.198730 Iteration 38Q: 3 clusters Score -5036504 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26471 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -5036526.500000 Penalty: 5160.198730 Iteration 39Q: 3 clusters Score -5036526 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26583 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -5036543.000000 Penalty: 5160.198730 Iteration 40F: 3 clusters Score -5036543 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26681 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -5036549.500000 Penalty: 5160.198730 Iteration 41Q: 3 clusters Score -5036550 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26770 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -5036573.500000 Penalty: 5160.198730 Iteration 42Q: 3 clusters Score -5036574 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26842 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -5036576.500000 Penalty: 5160.198730 Iteration 43Q: 3 clusters Score -5036576 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26923 members Mstep: Class 2 contains 6056 members Entering Unmasked Estep Score: -5036585.500000 Penalty: 5160.198730 Iteration 44Q: 3 clusters Score -5036586 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27003 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -5036602.000000 Penalty: 5160.198730 Iteration 45Q: 3 clusters Score -5036602 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27081 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -5036601.500000 Penalty: 5160.198730 Iteration 46Q: 3 clusters Score -5036602 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27148 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -5036621.500000 Penalty: 5160.198730 Iteration 47Q: 3 clusters Score -5036622 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27199 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -5036624.500000 Penalty: 5160.198730 Iteration 48Q: 3 clusters Score -5036624 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27242 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -5036630.000000 Penalty: 5160.198730 Iteration 49Q: 3 clusters Score -5036630 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27275 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -5036631.000000 Penalty: 5160.198730 Iteration 50Q: 3 clusters Score -5036631 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27302 members Mstep: Class 2 contains 5677 members Entering Unmasked Estep Score: -5036637.000000 Penalty: 5160.198730 Iteration 51Q: 3 clusters Score -5036637 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27329 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -5036643.000000 Penalty: 5160.198730 Iteration 52Q: 3 clusters Score -5036643 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27355 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -5036652.000000 Penalty: 5160.198730 Iteration 53Q: 3 clusters Score -5036652 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27372 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -5036652.000000 Penalty: 5160.198730 Iteration 54Q: 3 clusters Score -5036652 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27385 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -5036650.500000 Penalty: 5160.198730 Iteration 55Q: 3 clusters Score -5036650 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27398 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -5036653.000000 Penalty: 5160.198730 Iteration 56Q: 3 clusters Score -5036653 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27412 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -5036657.000000 Penalty: 5160.198730 Iteration 57Q: 3 clusters Score -5036657 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27426 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -5036656.000000 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-5036664.000000 Penalty: 5160.198730 Iteration 62Q: 3 clusters Score -5036664 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27466 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -5036661.500000 Penalty: 5160.198730 Iteration 63Q: 3 clusters Score -5036662 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27475 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -5036655.000000 Penalty: 5160.198730 Iteration 64Q: 3 clusters Score -5036655 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27479 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -5036655.000000 Penalty: 5160.198730 Iteration 65Q: 3 clusters Score -5036655 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27483 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -5036655.500000 Penalty: 5160.198730 Iteration 66Q: 3 clusters Score -5036656 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27492 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -5036659.500000 Penalty: 5160.198730 Iteration 67Q: 3 clusters Score -5036660 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27500 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -5036659.500000 Penalty: 5160.198730 Iteration 68Q: 3 clusters Score -5036660 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27506 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -5036664.500000 Penalty: 5160.198730 Iteration 69Q: 3 clusters Score -5036664 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27509 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -5036664.000000 Penalty: 5160.198730 Iteration 70Q: 3 clusters Score -5036664 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27515 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -5036663.500000 Penalty: 5160.198730 Iteration 71Q: 3 clusters Score -5036664 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27523 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -5036658.500000 Penalty: 5160.198730 Iteration 72Q: 3 clusters Score -5036658 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27527 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -5036652.500000 Penalty: 5160.198730 Iteration 73Q: 3 clusters Score -5036652 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27530 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -5036656.500000 Penalty: 5160.198730 Iteration 74Q: 3 clusters Score -5036656 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27532 members Mstep: Class 2 contains 5447 members Entering Unmasked Estep Score: -5036655.500000 Penalty: 5160.198730 Iteration 75Q: 3 clusters Score -5036656 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27535 members Mstep: Class 2 contains 5444 members Entering Unmasked Estep Score: -5036665.500000 Penalty: 5160.198730 Iteration 76Q: 3 clusters Score -5036666 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27541 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -5036661.500000 Penalty: 5160.198730 Iteration 77Q: 3 clusters Score -5036662 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27546 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -5036659.000000 Penalty: 5160.198730 Iteration 78Q: 3 clusters Score -5036659 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27553 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -5036662.500000 Penalty: 5160.198730 Iteration 79Q: 3 clusters Score -5036662 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27561 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -5036665.000000 Penalty: 5160.198730 Iteration 80F: 3 clusters Score -5036665 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27564 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -5036661.500000 Penalty: 5160.198730 Iteration 81Q: 3 clusters Score -5036662 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27567 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -5036663.500000 Penalty: 5160.198730 Iteration 82Q: 3 clusters Score -5036664 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27569 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -5036663.000000 Penalty: 5160.198730 Iteration 83Q: 3 clusters Score -5036663 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27572 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -5036661.000000 Penalty: 5160.198730 Iteration 84Q: 3 clusters Score -5036661 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27577 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -5036662.500000 Penalty: 5160.198730 Iteration 85Q: 3 clusters Score -5036662 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27587 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -5036661.500000 Penalty: 5160.198730 Iteration 86Q: 3 clusters Score -5036662 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27597 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -5036666.000000 Penalty: 5160.198730 Iteration 87Q: 3 clusters Score -5036666 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27606 members Mstep: Class 2 contains 5373 members Entering Unmasked Estep Score: -5036665.500000 Penalty: 5160.198730 Iteration 88Q: 3 clusters Score -5036666 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27612 members Mstep: Class 2 contains 5367 members Entering Unmasked Estep Score: -5036657.000000 Penalty: 5160.198730 Iteration 89Q: 3 clusters Score -5036657 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27623 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -5036660.500000 Penalty: 5160.198730 Iteration 90Q: 3 clusters Score -5036660 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27641 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -5036661.500000 Penalty: 5160.198730 Iteration 91Q: 3 clusters Score -5036662 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27654 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -5036664.000000 Penalty: 5160.198730 Iteration 92Q: 3 clusters Score -5036664 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27675 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -5036668.000000 Penalty: 5160.198730 Iteration 93Q: 3 clusters Score -5036668 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27695 members Mstep: Class 2 contains 5284 members Entering Unmasked Estep Score: -5036673.000000 Penalty: 5160.198730 Iteration 94Q: 3 clusters Score -5036673 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27715 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -5036672.000000 Penalty: 5160.198730 Iteration 95Q: 3 clusters Score -5036672 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27732 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -5036671.000000 Penalty: 5160.198730 Iteration 96Q: 3 clusters Score -5036671 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27741 members Mstep: Class 2 contains 5238 members Entering Unmasked Estep Score: -5036670.500000 Penalty: 5160.198730 Iteration 97Q: 3 clusters Score -5036670 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27747 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -5036667.500000 Penalty: 5160.198730 Iteration 98Q: 3 clusters Score -5036668 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27755 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -5036665.000000 Penalty: 5160.198730 Iteration 99Q: 3 clusters Score -5036665 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27766 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -5036666.500000 Penalty: 5160.198730 Iteration 100F: 3 clusters Score -5036666 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27778 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -5036677.000000 Penalty: 5160.198730 Iteration 101Q: 3 clusters Score -5036677 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27791 members Mstep: Class 2 contains 5188 members Entering Unmasked Estep Score: -5036677.000000 Penalty: 5160.198730 Iteration 102Q: 3 clusters Score -5036677 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27804 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -5036670.500000 Penalty: 5160.198730 Iteration 103Q: 3 clusters Score -5036670 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27814 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -5036674.000000 Penalty: 5160.198730 Iteration 104Q: 3 clusters Score -5036674 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27827 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -5036681.500000 Penalty: 5160.198730 Iteration 105Q: 3 clusters Score -5036682 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27835 members Mstep: Class 2 contains 5144 members Entering Unmasked Estep Score: -5036680.500000 Penalty: 5160.198730 Iteration 106Q: 3 clusters Score -5036680 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27844 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -5036686.000000 Penalty: 5160.198730 Iteration 107Q: 3 clusters Score -5036686 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27848 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -5036686.000000 Penalty: 5160.198730 Iteration 108Q: 3 clusters Score -5036686 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27850 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -5036687.000000 Penalty: 5160.198730 Iteration 109Q: 3 clusters Score -5036687 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27853 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -5036687.500000 Penalty: 5160.198730 Iteration 110Q: 3 clusters Score -5036688 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27858 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -5036685.500000 Penalty: 5160.198730 Iteration 111Q: 3 clusters Score -5036686 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27861 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -5036681.500000 Penalty: 5160.198730 Iteration 112Q: 3 clusters Score -5036682 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27862 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -5036680.500000 Penalty: 5160.198730 Iteration 113Q: 3 clusters Score -5036680 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27862 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -5036680.500000 Penalty: 5160.198730 Iteration 114F: 3 clusters Score -5036680 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (8745 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8745 members Entering Unmasked Estep Score: -1284826.125000 Penalty: 2250.906982 Iteration 0F: 2 clusters Score -1284826 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -1278035.250000 Penalty: 4501.813965 Iteration 0F: 3 clusters Score -1278035 nChanged 3579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -1280570.500000 Penalty: 4501.813965 Iteration 1F: 3 clusters Score -1280570 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -1282271.875000 Penalty: 4501.813965 Iteration 2F: 3 clusters Score -1282272 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -1283734.500000 Penalty: 4501.813965 Iteration 3F: 3 clusters Score -1283734 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -1284446.500000 Penalty: 4501.813965 Iteration 4F: 3 clusters Score -1284446 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -1284768.625000 Penalty: 4501.813965 Iteration 5Q: 3 clusters Score -1284769 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -1284980.375000 Penalty: 4501.813965 Iteration 6Q: 3 clusters Score -1284980 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -1285124.000000 Penalty: 4501.813965 Iteration 7Q: 3 clusters Score -1285124 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -1285274.125000 Penalty: 4501.813965 Iteration 8Q: 3 clusters Score -1285274 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -1285418.625000 Penalty: 4501.813965 Iteration 9Q: 3 clusters Score -1285419 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -1285554.500000 Penalty: 4501.813965 Iteration 10Q: 3 clusters Score -1285554 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -1285698.375000 Penalty: 4501.813965 Iteration 11Q: 3 clusters Score -1285698 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -1285833.750000 Penalty: 4501.813965 Iteration 12Q: 3 clusters Score -1285834 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -1285961.250000 Penalty: 4501.813965 Iteration 13Q: 3 clusters Score -1285961 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -1286052.625000 Penalty: 4501.813965 Iteration 14Q: 3 clusters Score -1286053 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -1286113.625000 Penalty: 4501.813965 Iteration 15Q: 3 clusters Score -1286114 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5466 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -1286140.875000 Penalty: 4501.813965 Iteration 16Q: 3 clusters Score -1286141 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -1286164.250000 Penalty: 4501.813965 Iteration 17Q: 3 clusters Score -1286164 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -1286176.875000 Penalty: 4501.813965 Iteration 18Q: 3 clusters Score -1286177 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -1286190.625000 Penalty: 4501.813965 Iteration 19Q: 3 clusters Score -1286191 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -1286196.125000 Penalty: 4501.813965 Iteration 20F: 3 clusters Score -1286196 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -1286200.750000 Penalty: 4501.813965 Iteration 21Q: 3 clusters Score -1286201 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -1286204.625000 Penalty: 4501.813965 Iteration 22Q: 3 clusters Score -1286205 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -1286211.750000 Penalty: 4501.813965 Iteration 23Q: 3 clusters Score -1286212 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -1286216.250000 Penalty: 4501.813965 Iteration 24Q: 3 clusters Score -1286216 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -1286218.125000 Penalty: 4501.813965 Iteration 25Q: 3 clusters Score -1286218 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -1286224.375000 Penalty: 4501.813965 Iteration 26Q: 3 clusters Score -1286224 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -1286229.625000 Penalty: 4501.813965 Iteration 27Q: 3 clusters Score -1286230 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -1286231.625000 Penalty: 4501.813965 Iteration 28Q: 3 clusters Score -1286232 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -1286230.625000 Penalty: 4501.813965 Iteration 29Q: 3 clusters Score -1286231 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -1286233.875000 Penalty: 4501.813965 Iteration 30Q: 3 clusters Score -1286234 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -1286230.875000 Penalty: 4501.813965 Iteration 31Q: 3 clusters Score -1286231 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5768 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -1286233.500000 Penalty: 4501.813965 Iteration 32Q: 3 clusters Score -1286234 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -1286230.250000 Penalty: 4501.813965 Iteration 33Q: 3 clusters Score -1286230 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -1286231.500000 Penalty: 4501.813965 Iteration 34Q: 3 clusters Score -1286232 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -1286235.750000 Penalty: 4501.813965 Iteration 35Q: 3 clusters Score -1286236 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -1286234.875000 Penalty: 4501.813965 Iteration 36Q: 3 clusters Score -1286235 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -1286238.625000 Penalty: 4501.813965 Iteration 37Q: 3 clusters Score -1286239 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -1286238.625000 Penalty: 4501.813965 Iteration 38F: 3 clusters Score -1286239 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 96307 members Mstep: Class 2 contains 30415 members Mstep: Class 3 contains 3762 members Mstep: Class 4 contains 4407 members Mstep: Class 5 contains 32979 members Mstep: Class 6 contains 5789 members Mstep: Class 7 contains 24045 members Mstep: Class 8 contains 1392 members Mstep: Class 9 contains 17202 members Mstep: Class 10 contains 16560 members Mstep: Class 11 contains 6462 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 11359 members Mstep: Class 15 contains 2450 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 141867 members Mstep: Class 18 contains 31978 members Mstep: Class 19 contains 8856 members Mstep: Class 20 contains 2567 members Mstep: Class 21 contains 2956 members Entering Unmasked Estep Score: -65507856.000000 Penalty: 67722.820312 Splitting cluster 6 changes total score from -65490812.000000 to -65507856.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 7 (24045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24045 members Entering Unmasked Estep Score: -3745544.000000 Penalty: 2501.745361 Iteration 0F: 2 clusters Score -3745544 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11968 members Mstep: Class 2 contains 12077 members Entering Unmasked Estep Score: -3728901.000000 Penalty: 5003.490723 Iteration 0F: 3 clusters Score -3728901 nChanged 10685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 12332 members Entering Unmasked Estep Score: -3734688.250000 Penalty: 5003.490723 Iteration 1F: 3 clusters Score -3734688 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11548 members Mstep: Class 2 contains 12497 members Entering Unmasked Estep Score: -3735162.000000 Penalty: 5003.490723 Iteration 2F: 3 clusters Score -3735162 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11211 members Mstep: Class 2 contains 12834 members Entering Unmasked Estep Score: -3735558.000000 Penalty: 5003.490723 Iteration 3Q: 3 clusters Score -3735558 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10723 members Mstep: Class 2 contains 13322 members Entering Unmasked Estep Score: -3736025.000000 Penalty: 5003.490723 Iteration 4Q: 3 clusters Score -3736025 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10034 members Mstep: Class 2 contains 14011 members Entering Unmasked Estep Score: -3736683.000000 Penalty: 5003.490723 Iteration 5F: 3 clusters Score -3736683 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9041 members Mstep: Class 2 contains 15004 members Entering Unmasked Estep Score: -3737681.000000 Penalty: 5003.490723 Iteration 6F: 3 clusters Score -3737681 nChanged 1666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7819 members Mstep: Class 2 contains 16226 members Entering Unmasked Estep Score: -3738870.500000 Penalty: 5003.490723 Iteration 7F: 3 clusters Score -3738870 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 17345 members Entering Unmasked Estep Score: -3739863.500000 Penalty: 5003.490723 Iteration 8F: 3 clusters Score -3739864 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 18246 members Entering Unmasked Estep Score: -3740559.250000 Penalty: 5003.490723 Iteration 9F: 3 clusters Score -3740559 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 18908 members Entering Unmasked Estep Score: -3741045.500000 Penalty: 5003.490723 Iteration 10Q: 3 clusters Score -3741046 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 19470 members Entering Unmasked Estep Score: -3741416.250000 Penalty: 5003.490723 Iteration 11Q: 3 clusters Score -3741416 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 19936 members Entering Unmasked Estep Score: -3741720.500000 Penalty: 5003.490723 Iteration 12Q: 3 clusters Score -3741720 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 20361 members Entering Unmasked Estep Score: -3741939.750000 Penalty: 5003.490723 Iteration 13Q: 3 clusters Score -3741940 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 20719 members Entering Unmasked Estep Score: -3742144.750000 Penalty: 5003.490723 Iteration 14Q: 3 clusters Score -3742145 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 21045 members Entering Unmasked Estep Score: -3742323.500000 Penalty: 5003.490723 Iteration 15Q: 3 clusters Score -3742324 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 21323 members Entering Unmasked Estep Score: -3742447.000000 Penalty: 5003.490723 Iteration 16Q: 3 clusters Score -3742447 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 21566 members Entering Unmasked Estep Score: -3742584.250000 Penalty: 5003.490723 Iteration 17Q: 3 clusters Score -3742584 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 21785 members Entering Unmasked Estep Score: -3742689.250000 Penalty: 5003.490723 Iteration 18Q: 3 clusters Score -3742689 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 21998 members Entering Unmasked Estep Score: -3742822.000000 Penalty: 5003.490723 Iteration 19Q: 3 clusters Score -3742822 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 22227 members Entering Unmasked Estep Score: -3742947.500000 Penalty: 5003.490723 Iteration 20F: 3 clusters Score -3742948 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 22431 members Entering Unmasked Estep Score: -3743074.750000 Penalty: 5003.490723 Iteration 21Q: 3 clusters Score -3743075 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 22600 members Entering Unmasked Estep Score: -3743165.750000 Penalty: 5003.490723 Iteration 22Q: 3 clusters Score -3743166 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 22721 members Entering Unmasked Estep Score: -3743227.750000 Penalty: 5003.490723 Iteration 23Q: 3 clusters Score -3743228 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 22808 members Entering Unmasked Estep Score: -3743261.250000 Penalty: 5003.490723 Iteration 24Q: 3 clusters Score -3743261 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 22881 members Entering Unmasked Estep Score: -3743304.000000 Penalty: 5003.490723 Iteration 25Q: 3 clusters Score -3743304 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 22951 members Entering Unmasked Estep Score: -3743333.500000 Penalty: 5003.490723 Iteration 26Q: 3 clusters Score -3743334 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 23002 members Entering Unmasked Estep Score: -3743365.000000 Penalty: 5003.490723 Iteration 27Q: 3 clusters Score -3743365 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 23034 members Entering Unmasked Estep Score: -3743379.250000 Penalty: 5003.490723 Iteration 28Q: 3 clusters Score -3743379 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 23058 members Entering Unmasked Estep Score: -3743380.750000 Penalty: 5003.490723 Iteration 29Q: 3 clusters Score -3743381 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 23070 members Entering Unmasked Estep Score: -3743394.250000 Penalty: 5003.490723 Iteration 30Q: 3 clusters Score -3743394 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 23084 members Entering Unmasked Estep Score: -3743391.000000 Penalty: 5003.490723 Iteration 31Q: 3 clusters Score -3743391 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 23099 members Entering Unmasked Estep Score: -3743404.000000 Penalty: 5003.490723 Iteration 32Q: 3 clusters Score -3743404 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 23110 members Entering Unmasked Estep Score: -3743403.500000 Penalty: 5003.490723 Iteration 33Q: 3 clusters Score -3743404 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 23120 members Entering Unmasked Estep Score: -3743404.750000 Penalty: 5003.490723 Iteration 34Q: 3 clusters Score -3743405 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 23132 members Entering Unmasked Estep Score: -3743413.500000 Penalty: 5003.490723 Iteration 35Q: 3 clusters Score -3743414 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 23142 members Entering Unmasked Estep Score: -3743421.250000 Penalty: 5003.490723 Iteration 36Q: 3 clusters Score -3743421 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 23145 members Entering Unmasked Estep Score: -3743420.000000 Penalty: 5003.490723 Iteration 37Q: 3 clusters Score -3743420 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 23149 members Entering Unmasked Estep Score: -3743424.500000 Penalty: 5003.490723 Iteration 38Q: 3 clusters Score -3743424 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 23156 members Entering Unmasked Estep Score: -3743429.750000 Penalty: 5003.490723 Iteration 39Q: 3 clusters Score -3743430 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 23166 members Entering Unmasked Estep Score: -3743435.000000 Penalty: 5003.490723 Iteration 40F: 3 clusters Score -3743435 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 23168 members Entering Unmasked Estep Score: -3743438.750000 Penalty: 5003.490723 Iteration 41Q: 3 clusters Score -3743439 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 23171 members Entering Unmasked Estep Score: -3743440.750000 Penalty: 5003.490723 Iteration 42Q: 3 clusters Score -3743441 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 23172 members Entering Unmasked Estep Score: -3743440.250000 Penalty: 5003.490723 Iteration 43Q: 3 clusters Score -3743440 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 23174 members Entering Unmasked Estep Score: -3743440.750000 Penalty: 5003.490723 Iteration 44Q: 3 clusters Score -3743441 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 23176 members Entering Unmasked Estep Score: -3743439.250000 Penalty: 5003.490723 Iteration 45Q: 3 clusters Score -3743439 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 23178 members Entering Unmasked Estep Score: -3743440.500000 Penalty: 5003.490723 Iteration 46Q: 3 clusters Score -3743440 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 23182 members Entering Unmasked Estep Score: -3743448.250000 Penalty: 5003.490723 Iteration 47Q: 3 clusters Score -3743448 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 23185 members Entering Unmasked Estep Score: -3743450.250000 Penalty: 5003.490723 Iteration 48Q: 3 clusters Score -3743450 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 23188 members Entering Unmasked Estep Score: -3743449.750000 Penalty: 5003.490723 Iteration 49Q: 3 clusters Score -3743450 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 23191 members Entering Unmasked Estep Score: -3743453.000000 Penalty: 5003.490723 Iteration 50Q: 3 clusters Score -3743453 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 23195 members Entering Unmasked Estep Score: -3743454.750000 Penalty: 5003.490723 Iteration 51Q: 3 clusters Score -3743455 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 23202 members Entering Unmasked Estep Score: -3743455.000000 Penalty: 5003.490723 Iteration 52Q: 3 clusters Score -3743455 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 23210 members Entering Unmasked Estep Score: -3743455.500000 Penalty: 5003.490723 Iteration 53Q: 3 clusters Score -3743456 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 23213 members Entering Unmasked Estep Score: -3743454.750000 Penalty: 5003.490723 Iteration 54Q: 3 clusters Score -3743455 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 23215 members Entering Unmasked Estep Score: -3743458.500000 Penalty: 5003.490723 Iteration 55Q: 3 clusters Score -3743458 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 23220 members Entering Unmasked Estep Score: -3743468.000000 Penalty: 5003.490723 Iteration 56Q: 3 clusters Score -3743468 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 23223 members Entering Unmasked Estep Score: -3743466.500000 Penalty: 5003.490723 Iteration 57Q: 3 clusters Score -3743466 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 23229 members Entering Unmasked Estep Score: -3743469.500000 Penalty: 5003.490723 Iteration 58Q: 3 clusters Score -3743470 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 23232 members Entering Unmasked Estep Score: -3743474.500000 Penalty: 5003.490723 Iteration 59Q: 3 clusters Score -3743474 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 23236 members Entering Unmasked Estep Score: -3743476.500000 Penalty: 5003.490723 Iteration 60F: 3 clusters Score -3743476 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 23243 members Entering Unmasked Estep Score: -3743473.250000 Penalty: 5003.490723 Iteration 61Q: 3 clusters Score -3743473 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 23250 members Entering Unmasked Estep Score: -3743477.250000 Penalty: 5003.490723 Iteration 62Q: 3 clusters Score -3743477 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 23254 members Entering Unmasked Estep Score: -3743482.250000 Penalty: 5003.490723 Iteration 63Q: 3 clusters Score -3743482 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 23256 members Entering Unmasked Estep Score: -3743482.750000 Penalty: 5003.490723 Iteration 64Q: 3 clusters Score -3743483 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 23257 members Entering Unmasked Estep Score: -3743482.750000 Penalty: 5003.490723 Iteration 65Q: 3 clusters Score -3743483 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 23258 members Entering Unmasked Estep Score: -3743486.000000 Penalty: 5003.490723 Iteration 66Q: 3 clusters Score -3743486 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 23258 members Entering Unmasked Estep Score: -3743486.000000 Penalty: 5003.490723 Iteration 67F: 3 clusters Score -3743486 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1392 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Entering Unmasked Estep Score: -176418.281250 Penalty: 1795.147217 Iteration 0F: 2 clusters Score -176418.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -174774.468750 Penalty: 3590.294434 Iteration 0F: 3 clusters Score -174774.5 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -177042.406250 Penalty: 3590.294434 Iteration 1F: 3 clusters Score -177042.4 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -178403.750000 Penalty: 3590.294434 Iteration 2F: 3 clusters Score -178403.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -178955.000000 Penalty: 3590.294434 Iteration 3F: 3 clusters Score -178955 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -179290.546875 Penalty: 3590.294434 Iteration 4Q: 3 clusters Score -179290.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -179435.250000 Penalty: 3590.294434 Iteration 5Q: 3 clusters Score -179435.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -179503.640625 Penalty: 3590.294434 Iteration 6Q: 3 clusters Score -179503.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -179595.453125 Penalty: 3590.294434 Iteration 7Q: 3 clusters Score -179595.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -179615.156250 Penalty: 3590.294434 Iteration 8Q: 3 clusters Score -179615.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -179630.109375 Penalty: 3590.294434 Iteration 9Q: 3 clusters Score -179630.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -179648.781250 Penalty: 3590.294434 Iteration 10Q: 3 clusters Score -179648.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -179663.031250 Penalty: 3590.294434 Iteration 11Q: 3 clusters Score -179663 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -179692.718750 Penalty: 3590.294434 Iteration 12Q: 3 clusters Score -179692.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -179707.906250 Penalty: 3590.294434 Iteration 13Q: 3 clusters Score -179707.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -179713.781250 Penalty: 3590.294434 Iteration 14Q: 3 clusters Score -179713.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -179717.234375 Penalty: 3590.294434 Iteration 15Q: 3 clusters Score -179717.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -179723.765625 Penalty: 3590.294434 Iteration 16Q: 3 clusters Score -179723.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -179735.484375 Penalty: 3590.294434 Iteration 17Q: 3 clusters Score -179735.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -179742.218750 Penalty: 3590.294434 Iteration 18Q: 3 clusters Score -179742.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -179746.437500 Penalty: 3590.294434 Iteration 19Q: 3 clusters Score -179746.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -179778.328125 Penalty: 3590.294434 Iteration 20F: 3 clusters Score -179778.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -179874.218750 Penalty: 3590.294434 Iteration 21Q: 3 clusters Score -179874.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -179899.484375 Penalty: 3590.294434 Iteration 22Q: 3 clusters Score -179899.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -179915.843750 Penalty: 3590.294434 Iteration 23Q: 3 clusters Score -179915.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -179924.546875 Penalty: 3590.294434 Iteration 24Q: 3 clusters Score -179924.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -179942.156250 Penalty: 3590.294434 Iteration 25Q: 3 clusters Score -179942.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -179944.203125 Penalty: 3590.294434 Iteration 26Q: 3 clusters Score -179944.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -179944.203125 Penalty: 3590.294434 Iteration 27F: 3 clusters Score -179944.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 96307 members Mstep: Class 2 contains 30415 members Mstep: Class 3 contains 3762 members Mstep: Class 4 contains 4407 members Mstep: Class 5 contains 32979 members Mstep: Class 6 contains 5789 members Mstep: Class 7 contains 24045 members Mstep: Class 8 contains 723 members Mstep: Class 9 contains 17202 members Mstep: Class 10 contains 16560 members Mstep: Class 11 contains 6462 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 11359 members Mstep: Class 15 contains 2450 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 141867 members Mstep: Class 18 contains 31978 members Mstep: Class 19 contains 8856 members Mstep: Class 20 contains 2567 members Mstep: Class 21 contains 2956 members Mstep: Class 22 contains 669 members Entering Unmasked Estep Score: -65509948.000000 Penalty: 70947.718750 Splitting cluster 8 changes total score from -65490812.000000 to -65509948.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 9 (17202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17202 members Entering Unmasked Estep Score: -2430442.000000 Penalty: 2418.689697 Iteration 0F: 2 clusters Score -2430442 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8773 members Mstep: Class 2 contains 8429 members Entering Unmasked Estep Score: -2418210.250000 Penalty: 4837.379395 Iteration 0F: 3 clusters Score -2418210 nChanged 7589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9400 members Mstep: Class 2 contains 7802 members Entering Unmasked Estep Score: -2423481.750000 Penalty: 4837.379395 Iteration 1F: 3 clusters Score -2423482 nChanged 1843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9679 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -2427163.500000 Penalty: 4837.379395 Iteration 2F: 3 clusters Score -2427164 nChanged 2139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10452 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -2431072.250000 Penalty: 4837.379395 Iteration 3F: 3 clusters Score -2431072 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11290 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -2433978.000000 Penalty: 4837.379395 Iteration 4F: 3 clusters Score -2433978 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11873 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -2435568.500000 Penalty: 4837.379395 Iteration 5F: 3 clusters Score -2435568 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12228 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -2436220.250000 Penalty: 4837.379395 Iteration 6Q: 3 clusters Score -2436220 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12469 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -2436524.500000 Penalty: 4837.379395 Iteration 7Q: 3 clusters Score -2436524 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12675 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -2436793.750000 Penalty: 4837.379395 Iteration 8Q: 3 clusters Score -2436794 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12841 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -2437009.500000 Penalty: 4837.379395 Iteration 9Q: 3 clusters Score -2437010 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12978 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -2437186.750000 Penalty: 4837.379395 Iteration 10Q: 3 clusters Score -2437187 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13086 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -2437254.750000 Penalty: 4837.379395 Iteration 11Q: 3 clusters Score -2437255 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13144 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -2437274.000000 Penalty: 4837.379395 Iteration 12Q: 3 clusters Score -2437274 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13173 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -2437281.000000 Penalty: 4837.379395 Iteration 13Q: 3 clusters Score -2437281 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13197 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -2437276.500000 Penalty: 4837.379395 Iteration 14Q: 3 clusters Score -2437276 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13210 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -2437285.750000 Penalty: 4837.379395 Iteration 15Q: 3 clusters Score -2437286 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13229 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -2437285.250000 Penalty: 4837.379395 Iteration 16Q: 3 clusters Score -2437285 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13246 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -2437294.750000 Penalty: 4837.379395 Iteration 17Q: 3 clusters Score -2437295 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13256 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -2437293.250000 Penalty: 4837.379395 Iteration 18Q: 3 clusters Score -2437293 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13258 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -2437292.000000 Penalty: 4837.379395 Iteration 19Q: 3 clusters Score -2437292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13263 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -2437290.500000 Penalty: 4837.379395 Iteration 20F: 3 clusters Score -2437290 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13268 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -2437292.500000 Penalty: 4837.379395 Iteration 21Q: 3 clusters Score -2437292 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13278 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -2437295.500000 Penalty: 4837.379395 Iteration 22Q: 3 clusters Score -2437296 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13284 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -2437296.750000 Penalty: 4837.379395 Iteration 23Q: 3 clusters Score -2437297 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13286 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -2437297.750000 Penalty: 4837.379395 Iteration 24Q: 3 clusters Score -2437298 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13287 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -2437295.750000 Penalty: 4837.379395 Iteration 25Q: 3 clusters Score -2437296 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13287 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -2437295.750000 Penalty: 4837.379395 Iteration 26F: 3 clusters Score -2437296 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 96307 members Mstep: Class 2 contains 30415 members Mstep: Class 3 contains 3762 members Mstep: Class 4 contains 4407 members Mstep: Class 5 contains 32979 members Mstep: Class 6 contains 5789 members Mstep: Class 7 contains 24045 members Mstep: Class 8 contains 723 members Mstep: Class 9 contains 13287 members Mstep: Class 10 contains 16560 members Mstep: Class 11 contains 6462 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 11359 members Mstep: Class 15 contains 2450 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 141867 members Mstep: Class 18 contains 31978 members Mstep: Class 19 contains 8856 members Mstep: Class 20 contains 2567 members Mstep: Class 21 contains 2956 members Mstep: Class 22 contains 669 members Mstep: Class 23 contains 3915 members Entering Unmasked Estep Score: -65516180.000000 Penalty: 74172.609375 Splitting cluster 9 changes total score from -65490812.000000 to -65516180.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 10 (16560 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16560 members Entering Unmasked Estep Score: -2406975.500000 Penalty: 2409.256836 Iteration 0F: 2 clusters Score -2406976 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8226 members Mstep: Class 2 contains 8334 members Entering Unmasked Estep Score: -2395160.750000 Penalty: 4818.513672 Iteration 0F: 3 clusters Score -2395161 nChanged 7228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7908 members Mstep: Class 2 contains 8652 members Entering Unmasked Estep Score: -2399068.000000 Penalty: 4818.513672 Iteration 1F: 3 clusters Score -2399068 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 8839 members Entering Unmasked Estep Score: -2399594.000000 Penalty: 4818.513672 Iteration 2F: 3 clusters Score -2399594 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7529 members Mstep: Class 2 contains 9031 members Entering Unmasked Estep Score: -2400006.000000 Penalty: 4818.513672 Iteration 3F: 3 clusters Score -2400006 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7278 members Mstep: Class 2 contains 9282 members Entering Unmasked Estep Score: -2400429.000000 Penalty: 4818.513672 Iteration 4F: 3 clusters Score -2400429 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6944 members Mstep: Class 2 contains 9616 members Entering Unmasked Estep Score: -2400854.750000 Penalty: 4818.513672 Iteration 5Q: 3 clusters Score -2400855 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 9973 members Entering Unmasked Estep Score: -2401285.250000 Penalty: 4818.513672 Iteration 6Q: 3 clusters Score -2401285 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 10323 members Entering Unmasked Estep Score: -2401824.250000 Penalty: 4818.513672 Iteration 7Q: 3 clusters Score -2401824 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 10602 members Entering Unmasked Estep Score: -2402426.500000 Penalty: 4818.513672 Iteration 8Q: 3 clusters Score -2402426 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 10764 members Entering Unmasked Estep Score: -2403146.500000 Penalty: 4818.513672 Iteration 9Q: 3 clusters Score -2403146 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 10760 members Entering Unmasked Estep Score: -2404090.250000 Penalty: 4818.513672 Iteration 10F: 3 clusters Score -2404090 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5924 members Mstep: Class 2 contains 10636 members Entering Unmasked Estep Score: -2405119.250000 Penalty: 4818.513672 Iteration 11F: 3 clusters Score -2405119 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6076 members Mstep: Class 2 contains 10484 members Entering Unmasked Estep Score: -2406049.000000 Penalty: 4818.513672 Iteration 12F: 3 clusters Score -2406049 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 10432 members Entering Unmasked Estep Score: -2406712.250000 Penalty: 4818.513672 Iteration 13Q: 3 clusters Score -2406712 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 10472 members Entering Unmasked Estep Score: -2407060.250000 Penalty: 4818.513672 Iteration 14Q: 3 clusters Score -2407060 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 10564 members Entering Unmasked Estep Score: -2407258.750000 Penalty: 4818.513672 Iteration 15Q: 3 clusters Score -2407259 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5882 members Mstep: Class 2 contains 10678 members Entering Unmasked Estep Score: -2407379.250000 Penalty: 4818.513672 Iteration 16Q: 3 clusters Score -2407379 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 10776 members Entering Unmasked Estep Score: -2407458.500000 Penalty: 4818.513672 Iteration 17Q: 3 clusters Score -2407458 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 10863 members Entering Unmasked Estep Score: -2407531.500000 Penalty: 4818.513672 Iteration 18Q: 3 clusters Score -2407532 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 10952 members Entering Unmasked Estep Score: -2407586.750000 Penalty: 4818.513672 Iteration 19Q: 3 clusters Score -2407587 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 11027 members Entering Unmasked Estep Score: -2407635.500000 Penalty: 4818.513672 Iteration 20F: 3 clusters Score -2407636 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5466 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -2407679.750000 Penalty: 4818.513672 Iteration 21Q: 3 clusters Score -2407680 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 11162 members Entering Unmasked Estep Score: -2407722.000000 Penalty: 4818.513672 Iteration 22Q: 3 clusters Score -2407722 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 11221 members Entering Unmasked Estep Score: -2407744.250000 Penalty: 4818.513672 Iteration 23Q: 3 clusters Score -2407744 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 11254 members Entering Unmasked Estep Score: -2407758.000000 Penalty: 4818.513672 Iteration 24Q: 3 clusters Score -2407758 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 11276 members Entering Unmasked Estep Score: -2407775.250000 Penalty: 4818.513672 Iteration 25Q: 3 clusters Score -2407775 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 11305 members Entering Unmasked Estep Score: -2407784.750000 Penalty: 4818.513672 Iteration 26Q: 3 clusters Score -2407785 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 11339 members Entering Unmasked Estep Score: -2407797.500000 Penalty: 4818.513672 Iteration 27Q: 3 clusters Score -2407798 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 11371 members Entering Unmasked Estep Score: -2407815.750000 Penalty: 4818.513672 Iteration 28Q: 3 clusters Score -2407816 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 11400 members Entering Unmasked Estep Score: -2407846.500000 Penalty: 4818.513672 Iteration 29Q: 3 clusters Score -2407846 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 11444 members Entering Unmasked Estep Score: -2407889.750000 Penalty: 4818.513672 Iteration 30Q: 3 clusters Score -2407890 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -2407963.750000 Penalty: 4818.513672 Iteration 31Q: 3 clusters Score -2407964 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 11589 members Entering Unmasked Estep Score: -2408061.000000 Penalty: 4818.513672 Iteration 32Q: 3 clusters Score -2408061 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 11673 members Entering Unmasked Estep Score: -2408218.250000 Penalty: 4818.513672 Iteration 33Q: 3 clusters Score -2408218 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 11747 members Entering Unmasked Estep Score: -2408422.250000 Penalty: 4818.513672 Iteration 34Q: 3 clusters Score -2408422 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 11806 members Entering Unmasked Estep Score: -2408594.500000 Penalty: 4818.513672 Iteration 35Q: 3 clusters Score -2408594 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 11817 members Entering Unmasked Estep Score: -2408684.250000 Penalty: 4818.513672 Iteration 36Q: 3 clusters Score -2408684 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 11789 members Entering Unmasked Estep Score: -2408710.750000 Penalty: 4818.513672 Iteration 37Q: 3 clusters Score -2408711 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 11755 members Entering Unmasked Estep Score: -2408727.250000 Penalty: 4818.513672 Iteration 38Q: 3 clusters Score -2408727 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 11719 members Entering Unmasked Estep Score: -2408750.250000 Penalty: 4818.513672 Iteration 39Q: 3 clusters Score -2408750 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 11687 members Entering Unmasked Estep Score: -2408750.000000 Penalty: 4818.513672 Iteration 40F: 3 clusters Score -2408750 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 11650 members Entering Unmasked Estep Score: -2408769.750000 Penalty: 4818.513672 Iteration 41Q: 3 clusters Score -2408770 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 11629 members Entering Unmasked Estep Score: -2408769.750000 Penalty: 4818.513672 Iteration 42Q: 3 clusters Score -2408770 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 11605 members Entering Unmasked Estep Score: -2408770.500000 Penalty: 4818.513672 Iteration 43Q: 3 clusters Score -2408770 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 11581 members Entering Unmasked Estep Score: -2408778.750000 Penalty: 4818.513672 Iteration 44Q: 3 clusters Score -2408779 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 11569 members Entering Unmasked Estep Score: -2408783.250000 Penalty: 4818.513672 Iteration 45Q: 3 clusters Score -2408783 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 11552 members Entering Unmasked Estep Score: -2408783.000000 Penalty: 4818.513672 Iteration 46Q: 3 clusters Score -2408783 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 11538 members Entering Unmasked Estep Score: -2408783.750000 Penalty: 4818.513672 Iteration 47Q: 3 clusters Score -2408784 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 11523 members Entering Unmasked Estep Score: -2408784.750000 Penalty: 4818.513672 Iteration 48Q: 3 clusters Score -2408785 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 11514 members Entering Unmasked Estep Score: -2408788.750000 Penalty: 4818.513672 Iteration 49Q: 3 clusters Score -2408789 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -2408788.000000 Penalty: 4818.513672 Iteration 50Q: 3 clusters Score -2408788 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 11505 members Entering Unmasked Estep Score: -2408790.000000 Penalty: 4818.513672 Iteration 51Q: 3 clusters Score -2408790 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 11499 members Entering Unmasked Estep Score: -2408789.500000 Penalty: 4818.513672 Iteration 52Q: 3 clusters Score -2408790 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 11495 members Entering Unmasked Estep Score: -2408788.750000 Penalty: 4818.513672 Iteration 53Q: 3 clusters Score -2408789 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 11493 members Entering Unmasked Estep Score: -2408790.000000 Penalty: 4818.513672 Iteration 54Q: 3 clusters Score -2408790 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 11491 members Entering Unmasked Estep Score: -2408790.750000 Penalty: 4818.513672 Iteration 55Q: 3 clusters Score -2408791 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 11487 members Entering Unmasked Estep Score: -2408789.750000 Penalty: 4818.513672 Iteration 56Q: 3 clusters Score -2408790 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 11485 members Entering Unmasked Estep Score: -2408790.000000 Penalty: 4818.513672 Iteration 57Q: 3 clusters Score -2408790 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 11482 members Entering Unmasked Estep Score: -2408791.250000 Penalty: 4818.513672 Iteration 58Q: 3 clusters Score -2408791 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 11476 members Entering Unmasked Estep Score: -2408797.750000 Penalty: 4818.513672 Iteration 59Q: 3 clusters Score -2408798 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 11474 members Entering Unmasked Estep Score: -2408796.250000 Penalty: 4818.513672 Iteration 60F: 3 clusters Score -2408796 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 96307 members Mstep: Class 2 contains 30415 members Mstep: Class 3 contains 3762 members Mstep: Class 4 contains 4407 members Mstep: Class 5 contains 32979 members Mstep: Class 6 contains 5789 members Mstep: Class 7 contains 24045 members Mstep: Class 8 contains 723 members Mstep: Class 9 contains 13287 members Mstep: Class 10 contains 5086 members Mstep: Class 11 contains 6462 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 11359 members Mstep: Class 15 contains 2450 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 141867 members Mstep: Class 18 contains 31978 members Mstep: Class 19 contains 8856 members Mstep: Class 20 contains 2567 members Mstep: Class 21 contains 2956 members Mstep: Class 22 contains 669 members Mstep: Class 23 contains 3915 members Mstep: Class 24 contains 11474 members Entering Unmasked Estep Score: -65517132.000000 Penalty: 77397.507812 Splitting cluster 10 changes total score from -65490812.000000 to -65517132.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 11 (6462 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Entering Unmasked Estep Score: -953255.437500 Penalty: 2175.876221 Iteration 0F: 2 clusters Score -953255.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -947802.625000 Penalty: 4351.752441 Iteration 0F: 3 clusters Score -947802.6 nChanged 2625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -949525.687500 Penalty: 4351.752441 Iteration 1F: 3 clusters Score -949525.7 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -950440.875000 Penalty: 4351.752441 Iteration 2F: 3 clusters Score -950440.9 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -951514.937500 Penalty: 4351.752441 Iteration 3F: 3 clusters Score -951514.9 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -952304.062500 Penalty: 4351.752441 Iteration 4F: 3 clusters Score -952304.1 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -952733.375000 Penalty: 4351.752441 Iteration 5F: 3 clusters Score -952733.4 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -952959.562500 Penalty: 4351.752441 Iteration 6Q: 3 clusters Score -952959.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -953080.000000 Penalty: 4351.752441 Iteration 7Q: 3 clusters Score -953080 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -953159.250000 Penalty: 4351.752441 Iteration 8Q: 3 clusters Score -953159.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -953204.312500 Penalty: 4351.752441 Iteration 9Q: 3 clusters Score -953204.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -953244.812500 Penalty: 4351.752441 Iteration 10Q: 3 clusters Score -953244.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -953271.125000 Penalty: 4351.752441 Iteration 11Q: 3 clusters Score -953271.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -953298.000000 Penalty: 4351.752441 Iteration 12Q: 3 clusters Score -953298 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -953329.062500 Penalty: 4351.752441 Iteration 13Q: 3 clusters Score -953329.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -953349.125000 Penalty: 4351.752441 Iteration 14Q: 3 clusters Score -953349.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -953370.750000 Penalty: 4351.752441 Iteration 15Q: 3 clusters Score -953370.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -953389.875000 Penalty: 4351.752441 Iteration 16Q: 3 clusters Score -953389.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -953403.437500 Penalty: 4351.752441 Iteration 17Q: 3 clusters Score -953403.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -953420.750000 Penalty: 4351.752441 Iteration 18Q: 3 clusters Score -953420.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -953437.187500 Penalty: 4351.752441 Iteration 19Q: 3 clusters Score -953437.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -953453.687500 Penalty: 4351.752441 Iteration 20F: 3 clusters Score -953453.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -953473.250000 Penalty: 4351.752441 Iteration 21Q: 3 clusters Score -953473.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -953489.812500 Penalty: 4351.752441 Iteration 22Q: 3 clusters Score -953489.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -953502.562500 Penalty: 4351.752441 Iteration 23Q: 3 clusters Score -953502.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -953511.000000 Penalty: 4351.752441 Iteration 24Q: 3 clusters Score -953511 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -953516.187500 Penalty: 4351.752441 Iteration 25Q: 3 clusters Score -953516.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -953519.187500 Penalty: 4351.752441 Iteration 26Q: 3 clusters Score -953519.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -953523.812500 Penalty: 4351.752441 Iteration 27Q: 3 clusters Score -953523.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -953524.500000 Penalty: 4351.752441 Iteration 28Q: 3 clusters Score -953524.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -953530.125000 Penalty: 4351.752441 Iteration 29Q: 3 clusters Score -953530.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -953531.875000 Penalty: 4351.752441 Iteration 30Q: 3 clusters Score -953531.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -953535.625000 Penalty: 4351.752441 Iteration 31Q: 3 clusters Score -953535.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -953539.000000 Penalty: 4351.752441 Iteration 32Q: 3 clusters Score -953539 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -953544.312500 Penalty: 4351.752441 Iteration 33Q: 3 clusters Score -953544.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -953545.187500 Penalty: 4351.752441 Iteration 34Q: 3 clusters Score -953545.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -953548.312500 Penalty: 4351.752441 Iteration 35Q: 3 clusters Score -953548.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -953549.062500 Penalty: 4351.752441 Iteration 36Q: 3 clusters Score -953549.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -953550.250000 Penalty: 4351.752441 Iteration 37Q: 3 clusters Score -953550.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -953551.500000 Penalty: 4351.752441 Iteration 38Q: 3 clusters Score -953551.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -953551.875000 Penalty: 4351.752441 Iteration 39Q: 3 clusters Score -953551.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -953551.937500 Penalty: 4351.752441 Iteration 40F: 3 clusters Score -953551.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -953555.125000 Penalty: 4351.752441 Iteration 41Q: 3 clusters Score -953555.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -953556.187500 Penalty: 4351.752441 Iteration 42Q: 3 clusters Score -953556.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -953555.625000 Penalty: 4351.752441 Iteration 43Q: 3 clusters Score -953555.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -953557.937500 Penalty: 4351.752441 Iteration 44Q: 3 clusters Score -953557.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -953561.562500 Penalty: 4351.752441 Iteration 45Q: 3 clusters Score -953561.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -953561.000000 Penalty: 4351.752441 Iteration 46Q: 3 clusters Score -953561 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -953562.375000 Penalty: 4351.752441 Iteration 47Q: 3 clusters Score -953562.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -953563.500000 Penalty: 4351.752441 Iteration 48Q: 3 clusters Score -953563.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -953565.625000 Penalty: 4351.752441 Iteration 49Q: 3 clusters Score -953565.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -953567.312500 Penalty: 4351.752441 Iteration 50Q: 3 clusters Score -953567.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -953569.250000 Penalty: 4351.752441 Iteration 51Q: 3 clusters Score -953569.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -953570.875000 Penalty: 4351.752441 Iteration 52Q: 3 clusters Score -953570.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -953573.750000 Penalty: 4351.752441 Iteration 53Q: 3 clusters Score -953573.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -953576.625000 Penalty: 4351.752441 Iteration 54Q: 3 clusters Score -953576.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -953579.562500 Penalty: 4351.752441 Iteration 55Q: 3 clusters Score -953579.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -953584.062500 Penalty: 4351.752441 Iteration 56Q: 3 clusters Score -953584.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -953583.625000 Penalty: 4351.752441 Iteration 57Q: 3 clusters Score -953583.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -953583.625000 Penalty: 4351.752441 Iteration 58Q: 3 clusters Score -953583.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -953587.187500 Penalty: 4351.752441 Iteration 59Q: 3 clusters Score -953587.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -953587.187500 Penalty: 4351.752441 Iteration 60F: 3 clusters Score -953587.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 96307 members Mstep: Class 2 contains 30415 members Mstep: Class 3 contains 3762 members Mstep: Class 4 contains 4407 members Mstep: Class 5 contains 32979 members Mstep: Class 6 contains 5789 members Mstep: Class 7 contains 24045 members Mstep: Class 8 contains 723 members Mstep: Class 9 contains 13287 members Mstep: Class 10 contains 5086 members Mstep: Class 11 contains 3334 members Mstep: Class 12 contains 989 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 11359 members Mstep: Class 15 contains 2450 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 141867 members Mstep: Class 18 contains 31978 members Mstep: Class 19 contains 8856 members Mstep: Class 20 contains 2567 members Mstep: Class 21 contains 2956 members Mstep: Class 22 contains 669 members Mstep: Class 23 contains 3915 members Mstep: Class 24 contains 11474 members Mstep: Class 25 contains 3128 members Entering Unmasked Estep Score: -65516476.000000 Penalty: 80622.406250 Splitting cluster 11 changes total score from -65490812.000000 to -65516476.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 12 (989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Entering Unmasked Estep Score: -141106.156250 Penalty: 1710.380127 Iteration 0F: 2 clusters Score -141106.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -139304.515625 Penalty: 3420.760254 Iteration 0F: 3 clusters Score -139304.5 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -139798.531250 Penalty: 3420.760254 Iteration 1F: 3 clusters Score -139798.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -140207.312500 Penalty: 3420.760254 Iteration 2F: 3 clusters Score -140207.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -140547.046875 Penalty: 3420.760254 Iteration 3F: 3 clusters Score -140547 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -140883.265625 Penalty: 3420.760254 Iteration 4F: 3 clusters Score -140883.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -141056.203125 Penalty: 3420.760254 Iteration 5Q: 3 clusters Score -141056.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -141103.421875 Penalty: 3420.760254 Iteration 6Q: 3 clusters Score -141103.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -141145.625000 Penalty: 3420.760254 Iteration 7Q: 3 clusters Score -141145.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -141153.546875 Penalty: 3420.760254 Iteration 8Q: 3 clusters Score -141153.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -141153.546875 Penalty: 3420.760254 Iteration 9F: 3 clusters Score -141153.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 96307 members Mstep: Class 2 contains 30415 members Mstep: Class 3 contains 3762 members Mstep: Class 4 contains 4407 members Mstep: Class 5 contains 32979 members Mstep: Class 6 contains 5789 members Mstep: Class 7 contains 24045 members Mstep: Class 8 contains 723 members Mstep: Class 9 contains 13287 members Mstep: Class 10 contains 5086 members Mstep: Class 11 contains 3334 members Mstep: Class 12 contains 342 members Mstep: Class 13 contains 1258 members Mstep: Class 14 contains 11359 members Mstep: Class 15 contains 2450 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 141867 members Mstep: Class 18 contains 31978 members Mstep: Class 19 contains 8856 members Mstep: Class 20 contains 2567 members Mstep: Class 21 contains 2956 members Mstep: Class 22 contains 669 members Mstep: Class 23 contains 3915 members Mstep: Class 24 contains 11474 members Mstep: Class 25 contains 3128 members Mstep: Class 26 contains 647 members Entering Unmasked Estep Score: -65515024.000000 Penalty: 83847.296875 Splitting cluster 12 changes total score from -65490812.000000 to -65515024.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 13 (1258 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Entering Unmasked Estep Score: -176270.906250 Penalty: 1770.045044 Iteration 0F: 2 clusters Score -176270.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -174354.703125 Penalty: 3540.090088 Iteration 0F: 3 clusters Score -174354.7 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -175162.234375 Penalty: 3540.090088 Iteration 1F: 3 clusters Score -175162.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -175578.656250 Penalty: 3540.090088 Iteration 2F: 3 clusters Score -175578.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -175857.968750 Penalty: 3540.090088 Iteration 3F: 3 clusters Score -175858 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -176035.031250 Penalty: 3540.090088 Iteration 4F: 3 clusters Score -176035 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -176158.171875 Penalty: 3540.090088 Iteration 5Q: 3 clusters Score -176158.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -176435.921875 Penalty: 3540.090088 Iteration 6Q: 3 clusters Score -176435.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -176619.765625 Penalty: 3540.090088 Iteration 7Q: 3 clusters Score -176619.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -176790.921875 Penalty: 3540.090088 Iteration 8Q: 3 clusters Score -176790.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -176867.921875 Penalty: 3540.090088 Iteration 9Q: 3 clusters Score -176867.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -176941.078125 Penalty: 3540.090088 Iteration 10Q: 3 clusters Score -176941.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -176955.718750 Penalty: 3540.090088 Iteration 11Q: 3 clusters Score -176955.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -176966.750000 Penalty: 3540.090088 Iteration 12Q: 3 clusters Score -176966.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -176978.156250 Penalty: 3540.090088 Iteration 13Q: 3 clusters Score -176978.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -176981.687500 Penalty: 3540.090088 Iteration 14Q: 3 clusters Score -176981.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -176992.484375 Penalty: 3540.090088 Iteration 15Q: 3 clusters Score -176992.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -176996.250000 Penalty: 3540.090088 Iteration 16Q: 3 clusters Score -176996.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -176996.250000 Penalty: 3540.090088 Iteration 17F: 3 clusters Score -176996.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 96307 members Mstep: Class 2 contains 30415 members Mstep: Class 3 contains 3762 members Mstep: Class 4 contains 4407 members Mstep: Class 5 contains 32979 members Mstep: Class 6 contains 5789 members Mstep: Class 7 contains 24045 members Mstep: Class 8 contains 723 members Mstep: Class 9 contains 13287 members Mstep: Class 10 contains 5086 members Mstep: Class 11 contains 3334 members Mstep: Class 12 contains 342 members Mstep: Class 13 contains 266 members Mstep: Class 14 contains 11359 members Mstep: Class 15 contains 2450 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 141867 members Mstep: Class 18 contains 31978 members Mstep: Class 19 contains 8856 members Mstep: Class 20 contains 2567 members Mstep: Class 21 contains 2956 members Mstep: Class 22 contains 669 members Mstep: Class 23 contains 3915 members Mstep: Class 24 contains 11474 members Mstep: Class 25 contains 3128 members Mstep: Class 26 contains 647 members Mstep: Class 27 contains 992 members Entering Unmasked Estep Score: -65514400.000000 Penalty: 87072.195312 Splitting cluster 13 changes total score from -65490812.000000 to -65514400.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 14 (11359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11359 members Entering Unmasked Estep Score: -1619984.250000 Penalty: 2315.765869 Iteration 0F: 2 clusters Score -1619984 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -1611468.375000 Penalty: 4631.531738 Iteration 0F: 3 clusters Score -1611468 nChanged 4719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -1614221.500000 Penalty: 4631.531738 Iteration 1F: 3 clusters Score -1614222 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -1614804.125000 Penalty: 4631.531738 Iteration 2F: 3 clusters Score -1614804 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -1615614.250000 Penalty: 4631.531738 Iteration 3F: 3 clusters Score -1615614 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -1616841.875000 Penalty: 4631.531738 Iteration 4F: 3 clusters Score -1616842 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7136 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -1618237.000000 Penalty: 4631.531738 Iteration 5F: 3 clusters Score -1618237 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -1619504.750000 Penalty: 4631.531738 Iteration 6F: 3 clusters Score -1619505 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6953 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -1620559.125000 Penalty: 4631.531738 Iteration 7F: 3 clusters Score -1620559 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -1621247.875000 Penalty: 4631.531738 Iteration 8F: 3 clusters Score -1621248 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -1621522.125000 Penalty: 4631.531738 Iteration 9Q: 3 clusters Score -1621522 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -1621642.625000 Penalty: 4631.531738 Iteration 10Q: 3 clusters Score -1621643 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6369 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -1621713.125000 Penalty: 4631.531738 Iteration 11Q: 3 clusters Score -1621713 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -1621784.875000 Penalty: 4631.531738 Iteration 12Q: 3 clusters Score -1621785 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -1621839.125000 Penalty: 4631.531738 Iteration 13Q: 3 clusters Score -1621839 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -1621878.750000 Penalty: 4631.531738 Iteration 14Q: 3 clusters Score -1621879 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 5277 members Entering Unmasked Estep Score: -1621904.000000 Penalty: 4631.531738 Iteration 15Q: 3 clusters Score -1621904 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -1621927.375000 Penalty: 4631.531738 Iteration 16Q: 3 clusters Score -1621927 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -1621945.000000 Penalty: 4631.531738 Iteration 17Q: 3 clusters Score -1621945 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -1621961.750000 Penalty: 4631.531738 Iteration 18Q: 3 clusters Score -1621962 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -1621982.125000 Penalty: 4631.531738 Iteration 19Q: 3 clusters Score -1621982 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5903 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -1621992.750000 Penalty: 4631.531738 Iteration 20F: 3 clusters Score -1621993 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -1622001.375000 Penalty: 4631.531738 Iteration 21Q: 3 clusters Score -1622001 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5871 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -1622004.875000 Penalty: 4631.531738 Iteration 22Q: 3 clusters Score -1622005 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -1622011.250000 Penalty: 4631.531738 Iteration 23Q: 3 clusters Score -1622011 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -1622012.375000 Penalty: 4631.531738 Iteration 24Q: 3 clusters Score -1622012 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 5506 members Entering Unmasked Estep Score: -1622020.250000 Penalty: 4631.531738 Iteration 25Q: 3 clusters Score -1622020 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 5503 members Entering Unmasked Estep Score: -1622017.375000 Penalty: 4631.531738 Iteration 26Q: 3 clusters Score -1622017 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -1622022.125000 Penalty: 4631.531738 Iteration 27Q: 3 clusters Score -1622022 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -1622021.500000 Penalty: 4631.531738 Iteration 28Q: 3 clusters Score -1622022 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -1622023.250000 Penalty: 4631.531738 Iteration 29Q: 3 clusters Score -1622023 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 5503 members Entering Unmasked Estep Score: -1622026.125000 Penalty: 4631.531738 Iteration 30Q: 3 clusters Score -1622026 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -1622026.000000 Penalty: 4631.531738 Iteration 31Q: 3 clusters Score -1622026 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -1622029.125000 Penalty: 4631.531738 Iteration 32Q: 3 clusters Score -1622029 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -1622026.000000 Penalty: 4631.531738 Iteration 33Q: 3 clusters Score -1622026 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -1622024.000000 Penalty: 4631.531738 Iteration 34Q: 3 clusters Score -1622024 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -1622026.125000 Penalty: 4631.531738 Iteration 35Q: 3 clusters Score -1622026 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -1622026.500000 Penalty: 4631.531738 Iteration 36Q: 3 clusters Score -1622026 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -1622028.000000 Penalty: 4631.531738 Iteration 37Q: 3 clusters Score -1622028 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5870 members Mstep: Class 2 contains 5489 members Entering Unmasked Estep Score: -1622025.875000 Penalty: 4631.531738 Iteration 38Q: 3 clusters Score -1622026 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -1622026.000000 Penalty: 4631.531738 Iteration 39Q: 3 clusters Score -1622026 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -1622031.500000 Penalty: 4631.531738 Iteration 40F: 3 clusters Score -1622032 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5882 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -1622031.500000 Penalty: 4631.531738 Iteration 41Q: 3 clusters Score -1622032 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -1622031.625000 Penalty: 4631.531738 Iteration 42Q: 3 clusters Score -1622032 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -1622038.500000 Penalty: 4631.531738 Iteration 43Q: 3 clusters Score -1622038 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -1622051.875000 Penalty: 4631.531738 Iteration 44Q: 3 clusters Score -1622052 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 5437 members Entering Unmasked Estep Score: -1622053.625000 Penalty: 4631.531738 Iteration 45Q: 3 clusters Score -1622054 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5944 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -1622062.500000 Penalty: 4631.531738 Iteration 46Q: 3 clusters Score -1622062 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -1622072.750000 Penalty: 4631.531738 Iteration 47Q: 3 clusters Score -1622073 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -1622082.000000 Penalty: 4631.531738 Iteration 48Q: 3 clusters Score -1622082 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6020 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -1622090.750000 Penalty: 4631.531738 Iteration 49Q: 3 clusters Score -1622091 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -1622099.625000 Penalty: 4631.531738 Iteration 50Q: 3 clusters Score -1622100 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -1622108.375000 Penalty: 4631.531738 Iteration 51Q: 3 clusters Score -1622108 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -1622124.250000 Penalty: 4631.531738 Iteration 52Q: 3 clusters Score -1622124 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -1622145.000000 Penalty: 4631.531738 Iteration 53Q: 3 clusters Score -1622145 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1622174.125000 Penalty: 4631.531738 Iteration 54Q: 3 clusters Score -1622174 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -1622208.250000 Penalty: 4631.531738 Iteration 55Q: 3 clusters Score -1622208 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -1622244.375000 Penalty: 4631.531738 Iteration 56Q: 3 clusters Score -1622244 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -1622283.125000 Penalty: 4631.531738 Iteration 57Q: 3 clusters Score -1622283 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -1622339.250000 Penalty: 4631.531738 Iteration 58Q: 3 clusters Score -1622339 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -1622414.250000 Penalty: 4631.531738 Iteration 59Q: 3 clusters Score -1622414 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6793 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -1622541.000000 Penalty: 4631.531738 Iteration 60F: 3 clusters Score -1622541 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -1622705.875000 Penalty: 4631.531738 Iteration 61Q: 3 clusters Score -1622706 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -1622858.250000 Penalty: 4631.531738 Iteration 62Q: 3 clusters Score -1622858 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7189 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -1622971.375000 Penalty: 4631.531738 Iteration 63Q: 3 clusters Score -1622971 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -1623052.875000 Penalty: 4631.531738 Iteration 64Q: 3 clusters Score -1623053 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7331 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -1623097.125000 Penalty: 4631.531738 Iteration 65Q: 3 clusters Score -1623097 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7372 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -1623118.250000 Penalty: 4631.531738 Iteration 66Q: 3 clusters Score -1623118 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7399 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -1623129.750000 Penalty: 4631.531738 Iteration 67Q: 3 clusters Score -1623130 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7420 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -1623138.500000 Penalty: 4631.531738 Iteration 68Q: 3 clusters Score -1623138 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -1623141.875000 Penalty: 4631.531738 Iteration 69Q: 3 clusters Score -1623142 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7453 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -1623147.625000 Penalty: 4631.531738 Iteration 70Q: 3 clusters Score -1623148 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7463 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -1623150.250000 Penalty: 4631.531738 Iteration 71Q: 3 clusters Score -1623150 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7473 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -1623156.375000 Penalty: 4631.531738 Iteration 72Q: 3 clusters Score -1623156 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7476 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -1623157.750000 Penalty: 4631.531738 Iteration 73Q: 3 clusters Score -1623158 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -1623155.750000 Penalty: 4631.531738 Iteration 74Q: 3 clusters Score -1623156 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1623154.125000 Penalty: 4631.531738 Iteration 75Q: 3 clusters Score -1623154 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1623154.125000 Penalty: 4631.531738 Iteration 76F: 3 clusters Score -1623154 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 96307 members Mstep: Class 2 contains 30415 members Mstep: Class 3 contains 3762 members Mstep: Class 4 contains 4407 members Mstep: Class 5 contains 32979 members Mstep: Class 6 contains 5789 members Mstep: Class 7 contains 24045 members Mstep: Class 8 contains 723 members Mstep: Class 9 contains 13287 members Mstep: Class 10 contains 5086 members Mstep: Class 11 contains 3334 members Mstep: Class 12 contains 342 members Mstep: Class 13 contains 266 members Mstep: Class 14 contains 7481 members Mstep: Class 15 contains 2450 members Mstep: Class 16 contains 331 members Mstep: Class 17 contains 141867 members Mstep: Class 18 contains 31978 members Mstep: Class 19 contains 8856 members Mstep: Class 20 contains 2567 members Mstep: Class 21 contains 2956 members Mstep: Class 22 contains 669 members Mstep: Class 23 contains 3915 members Mstep: Class 24 contains 11474 members Mstep: Class 25 contains 3128 members Mstep: Class 26 contains 647 members Mstep: Class 27 contains 992 members Mstep: Class 28 contains 3878 members Entering Unmasked Estep Score: -65516568.000000 Penalty: 90297.093750 Splitting cluster 14 changes total score from -65490812.000000 to -65516568.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 15 (2450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Entering Unmasked Estep Score: -335974.343750 Penalty: 1935.353149 Iteration 0F: 2 clusters Score -335974.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -333071.187500 Penalty: 3870.706299 Iteration 0F: 3 clusters Score -333071.2 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -333688.968750 Penalty: 3870.706299 Iteration 1F: 3 clusters Score -333689 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -333947.187500 Penalty: 3870.706299 Iteration 2F: 3 clusters Score -333947.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -334101.781250 Penalty: 3870.706299 Iteration 3F: 3 clusters Score -334101.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -334240.531250 Penalty: 3870.706299 Iteration 4Q: 3 clusters Score -334240.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -334391.906250 Penalty: 3870.706299 Iteration 5F: 3 clusters Score -334391.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -334497.875000 Penalty: 3870.706299 Iteration 6Q: 3 clusters Score -334497.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -334566.375000 Penalty: 3870.706299 Iteration 7Q: 3 clusters Score -334566.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -334617.656250 Penalty: 3870.706299 Iteration 8Q: 3 clusters Score -334617.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -334661.593750 Penalty: 3870.706299 Iteration 9Q: 3 clusters Score -334661.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -334698.437500 Penalty: 3870.706299 Iteration 10Q: 3 clusters Score -334698.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -334721.906250 Penalty: 3870.706299 Iteration 11Q: 3 clusters Score -334721.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -334741.156250 Penalty: 3870.706299 Iteration 12Q: 3 clusters Score -334741.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -334754.000000 Penalty: 3870.706299 Iteration 13Q: 3 clusters Score -334754 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -334761.906250 Penalty: 3870.706299 Iteration 14Q: 3 clusters Score -334761.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -334770.593750 Penalty: 3870.706299 Iteration 15Q: 3 clusters Score -334770.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -334772.750000 Penalty: 3870.706299 Iteration 16Q: 3 clusters Score -334772.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -334774.281250 Penalty: 3870.706299 Iteration 17Q: 3 clusters Score -334774.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -334776.781250 Penalty: 3870.706299 Iteration 18Q: 3 clusters Score -334776.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -334778.812500 Penalty: 3870.706299 Iteration 19Q: 3 clusters Score -334778.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -334779.593750 Penalty: 3870.706299 Iteration 20F: 3 clusters Score -334779.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (331 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Entering Unmasked Estep Score: -42366.726562 Penalty: 1438.925293 Iteration 0F: 2 clusters Score -42366.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -41500.496094 Penalty: 2877.850586 Iteration 0F: 3 clusters Score -41500.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -41912.417969 Penalty: 2877.850586 Iteration 1F: 3 clusters Score -41912.42 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -42116.878906 Penalty: 2877.850586 Iteration 2F: 3 clusters Score -42116.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -42254.082031 Penalty: 2877.850586 Iteration 3Q: 3 clusters Score -42254.08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -42316.734375 Penalty: 2877.850586 Iteration 4Q: 3 clusters Score -42316.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -42376.691406 Penalty: 2877.850586 Iteration 5Q: 3 clusters Score -42376.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -42445.265625 Penalty: 2877.850586 Iteration 6Q: 3 clusters Score -42445.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -42476.390625 Penalty: 2877.850586 Iteration 7Q: 3 clusters Score -42476.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -42488.031250 Penalty: 2877.850586 Iteration 8Q: 3 clusters Score -42488.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -42495.660156 Penalty: 2877.850586 Iteration 9F: 3 clusters Score -42495.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -42604.574219 Penalty: 2877.850586 Iteration 10Q: 3 clusters Score -42604.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -42627.695312 Penalty: 2877.850586 Iteration 11Q: 3 clusters Score -42627.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -42627.695312 Penalty: 2877.850586 Iteration 12F: 3 clusters Score -42627.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 96307 members Mstep: Class 2 contains 30415 members Mstep: Class 3 contains 3762 members Mstep: Class 4 contains 4407 members Mstep: Class 5 contains 32979 members Mstep: Class 6 contains 5789 members Mstep: Class 7 contains 24045 members Mstep: Class 8 contains 723 members Mstep: Class 9 contains 13287 members Mstep: Class 10 contains 5086 members Mstep: Class 11 contains 3334 members Mstep: Class 12 contains 342 members Mstep: Class 13 contains 266 members Mstep: Class 14 contains 7481 members Mstep: Class 15 contains 2450 members Mstep: Class 16 contains 258 members Mstep: Class 17 contains 141867 members Mstep: Class 18 contains 31978 members Mstep: Class 19 contains 8856 members Mstep: Class 20 contains 2567 members Mstep: Class 21 contains 2956 members Mstep: Class 22 contains 669 members Mstep: Class 23 contains 3915 members Mstep: Class 24 contains 11474 members Mstep: Class 25 contains 3128 members Mstep: Class 26 contains 647 members Mstep: Class 27 contains 992 members Mstep: Class 28 contains 3878 members Mstep: Class 29 contains 73 members Entering Unmasked Estep Score: -65515060.000000 Penalty: 93521.984375 Splitting cluster 16 changes total score from -65490812.000000 to -65515060.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 17 (141867 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141867 members Entering Unmasked Estep Score: -21926992.000000 Penalty: 2941.936035 Iteration 0F: 2 clusters Score -2.192699e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70930 members Mstep: Class 2 contains 70937 members Entering Unmasked Estep Score: -21860442.000000 Penalty: 5883.872070 Iteration 0F: 3 clusters Score -2.186044e+07 nChanged 67962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70886 members Mstep: Class 2 contains 70981 members Entering Unmasked Estep Score: -21900020.000000 Penalty: 5883.872070 Iteration 1F: 3 clusters Score -2.190002e+07 nChanged 4730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70734 members Mstep: Class 2 contains 71133 members Entering Unmasked Estep Score: -21901650.000000 Penalty: 5883.872070 Iteration 2Q: 3 clusters Score -2.190165e+07 nChanged 5367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70707 members Mstep: Class 2 contains 71160 members Entering Unmasked Estep Score: -21903854.000000 Penalty: 5883.872070 Iteration 3Q: 3 clusters Score -2.190385e+07 nChanged 6383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71176 members Mstep: Class 2 contains 70691 members Entering Unmasked Estep Score: -21907340.000000 Penalty: 5883.872070 Iteration 4Q: 3 clusters Score -2.190734e+07 nChanged 7436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72852 members Mstep: Class 2 contains 69015 members Entering Unmasked Estep Score: -21911084.000000 Penalty: 5883.872070 Iteration 5F: 3 clusters Score -2.191108e+07 nChanged 8465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76009 members Mstep: Class 2 contains 65858 members Entering Unmasked Estep Score: -21915850.000000 Penalty: 5883.872070 Iteration 6F: 3 clusters Score -2.191585e+07 nChanged 9058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80417 members Mstep: Class 2 contains 61450 members Entering Unmasked Estep Score: -21922170.000000 Penalty: 5883.872070 Iteration 7F: 3 clusters Score -2.192217e+07 nChanged 9443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85564 members Mstep: Class 2 contains 56303 members Entering Unmasked Estep Score: -21930058.000000 Penalty: 5883.872070 Iteration 8F: 3 clusters Score -2.193006e+07 nChanged 8750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89958 members Mstep: Class 2 contains 51909 members Entering Unmasked Estep Score: -21936922.000000 Penalty: 5883.872070 Iteration 9F: 3 clusters Score -2.193692e+07 nChanged 6967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93079 members Mstep: Class 2 contains 48788 members Entering Unmasked Estep Score: -21940538.000000 Penalty: 5883.872070 Iteration 10Q: 3 clusters Score -2.194054e+07 nChanged 4776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94945 members Mstep: Class 2 contains 46922 members Entering Unmasked Estep Score: -21942290.000000 Penalty: 5883.872070 Iteration 11Q: 3 clusters Score -2.194229e+07 nChanged 3562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96135 members Mstep: Class 2 contains 45732 members Entering Unmasked Estep Score: -21943694.000000 Penalty: 5883.872070 Iteration 12Q: 3 clusters Score -2.194369e+07 nChanged 3032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96917 members Mstep: Class 2 contains 44950 members Entering Unmasked Estep Score: -21944892.000000 Penalty: 5883.872070 Iteration 13Q: 3 clusters Score -2.194489e+07 nChanged 2870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97341 members Mstep: Class 2 contains 44526 members Entering Unmasked Estep Score: -21946300.000000 Penalty: 5883.872070 Iteration 14Q: 3 clusters Score -2.19463e+07 nChanged 2829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97502 members Mstep: Class 2 contains 44365 members Entering Unmasked Estep Score: -21947792.000000 Penalty: 5883.872070 Iteration 15Q: 3 clusters Score -2.194779e+07 nChanged 2879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97479 members Mstep: Class 2 contains 44388 members Entering Unmasked Estep Score: -21949334.000000 Penalty: 5883.872070 Iteration 16Q: 3 clusters Score -2.194933e+07 nChanged 2972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97321 members Mstep: Class 2 contains 44546 members Entering Unmasked Estep Score: -21951292.000000 Penalty: 5883.872070 Iteration 17Q: 3 clusters Score -2.195129e+07 nChanged 2757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97092 members Mstep: Class 2 contains 44775 members Entering Unmasked Estep Score: -21952804.000000 Penalty: 5883.872070 Iteration 18Q: 3 clusters Score -2.19528e+07 nChanged 2406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96790 members Mstep: Class 2 contains 45077 members Entering Unmasked Estep Score: -21953950.000000 Penalty: 5883.872070 Iteration 19Q: 3 clusters Score -2.195395e+07 nChanged 2015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96455 members Mstep: Class 2 contains 45412 members Entering Unmasked Estep Score: -21954902.000000 Penalty: 5883.872070 Iteration 20F: 3 clusters Score -2.19549e+07 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96150 members Mstep: Class 2 contains 45717 members Entering Unmasked Estep Score: -21955530.000000 Penalty: 5883.872070 Iteration 21Q: 3 clusters Score -2.195553e+07 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95902 members Mstep: Class 2 contains 45965 members Entering Unmasked Estep Score: -21955828.000000 Penalty: 5883.872070 Iteration 22Q: 3 clusters Score -2.195583e+07 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95734 members Mstep: Class 2 contains 46133 members Entering Unmasked Estep Score: -21956036.000000 Penalty: 5883.872070 Iteration 23Q: 3 clusters Score -2.195604e+07 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95597 members Mstep: Class 2 contains 46270 members Entering Unmasked Estep Score: -21956204.000000 Penalty: 5883.872070 Iteration 24Q: 3 clusters Score -2.19562e+07 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95458 members Mstep: Class 2 contains 46409 members Entering Unmasked Estep Score: -21956360.000000 Penalty: 5883.872070 Iteration 25Q: 3 clusters Score -2.195636e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95325 members Mstep: Class 2 contains 46542 members Entering Unmasked Estep Score: -21956428.000000 Penalty: 5883.872070 Iteration 26Q: 3 clusters Score -2.195643e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95237 members Mstep: Class 2 contains 46630 members Entering Unmasked Estep Score: -21956470.000000 Penalty: 5883.872070 Iteration 27Q: 3 clusters Score -2.195647e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95181 members Mstep: Class 2 contains 46686 members Entering Unmasked Estep Score: -21956504.000000 Penalty: 5883.872070 Iteration 28Q: 3 clusters Score -2.19565e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95146 members Mstep: Class 2 contains 46721 members Entering Unmasked Estep Score: -21956478.000000 Penalty: 5883.872070 Iteration 29Q: 3 clusters Score -2.195648e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95124 members Mstep: Class 2 contains 46743 members Entering Unmasked Estep Score: -21956474.000000 Penalty: 5883.872070 Iteration 30Q: 3 clusters Score -2.195647e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95107 members Mstep: Class 2 contains 46760 members Entering Unmasked Estep Score: -21956486.000000 Penalty: 5883.872070 Iteration 31Q: 3 clusters Score -2.195649e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95077 members Mstep: Class 2 contains 46790 members Entering Unmasked Estep Score: -21956494.000000 Penalty: 5883.872070 Iteration 32Q: 3 clusters Score -2.195649e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95055 members Mstep: Class 2 contains 46812 members Entering Unmasked Estep Score: -21956494.000000 Penalty: 5883.872070 Iteration 33Q: 3 clusters Score -2.195649e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95038 members Mstep: Class 2 contains 46829 members Entering Unmasked Estep Score: -21956486.000000 Penalty: 5883.872070 Iteration 34Q: 3 clusters Score -2.195649e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95013 members Mstep: Class 2 contains 46854 members Entering Unmasked Estep Score: -21956490.000000 Penalty: 5883.872070 Iteration 35Q: 3 clusters Score -2.195649e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94979 members Mstep: Class 2 contains 46888 members Entering Unmasked Estep Score: -21956494.000000 Penalty: 5883.872070 Iteration 36Q: 3 clusters Score -2.195649e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94952 members Mstep: Class 2 contains 46915 members Entering Unmasked Estep Score: -21956484.000000 Penalty: 5883.872070 Iteration 37Q: 3 clusters Score -2.195648e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94939 members Mstep: Class 2 contains 46928 members Entering Unmasked Estep Score: -21956500.000000 Penalty: 5883.872070 Iteration 38Q: 3 clusters Score -2.19565e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94937 members Mstep: Class 2 contains 46930 members Entering Unmasked Estep Score: -21956492.000000 Penalty: 5883.872070 Iteration 39Q: 3 clusters Score -2.195649e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94929 members Mstep: Class 2 contains 46938 members Entering Unmasked Estep Score: -21956514.000000 Penalty: 5883.872070 Iteration 40F: 3 clusters Score -2.195651e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94925 members Mstep: Class 2 contains 46942 members Entering Unmasked Estep Score: -21956510.000000 Penalty: 5883.872070 Iteration 41Q: 3 clusters Score -2.195651e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94916 members Mstep: Class 2 contains 46951 members Entering Unmasked Estep Score: -21956536.000000 Penalty: 5883.872070 Iteration 42Q: 3 clusters Score -2.195654e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94908 members Mstep: Class 2 contains 46959 members Entering Unmasked Estep Score: -21956530.000000 Penalty: 5883.872070 Iteration 43Q: 3 clusters Score -2.195653e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94906 members Mstep: Class 2 contains 46961 members Entering Unmasked Estep Score: -21956542.000000 Penalty: 5883.872070 Iteration 44Q: 3 clusters Score -2.195654e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94904 members Mstep: Class 2 contains 46963 members Entering Unmasked Estep Score: -21956534.000000 Penalty: 5883.872070 Iteration 45Q: 3 clusters Score -2.195653e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94905 members Mstep: Class 2 contains 46962 members Entering Unmasked Estep Score: -21956544.000000 Penalty: 5883.872070 Iteration 46Q: 3 clusters Score -2.195654e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94905 members Mstep: Class 2 contains 46962 members Entering Unmasked Estep Score: -21956534.000000 Penalty: 5883.872070 Iteration 47Q: 3 clusters Score -2.195653e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94901 members Mstep: Class 2 contains 46966 members Entering Unmasked Estep Score: -21956536.000000 Penalty: 5883.872070 Iteration 48Q: 3 clusters Score -2.195654e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94899 members Mstep: Class 2 contains 46968 members Entering Unmasked Estep Score: -21956534.000000 Penalty: 5883.872070 Iteration 49Q: 3 clusters Score -2.195653e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94898 members Mstep: Class 2 contains 46969 members Entering Unmasked Estep Score: -21956530.000000 Penalty: 5883.872070 Iteration 50Q: 3 clusters Score -2.195653e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94898 members Mstep: Class 2 contains 46969 members Entering Unmasked Estep Score: -21956520.000000 Penalty: 5883.872070 Iteration 51Q: 3 clusters Score -2.195652e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94897 members Mstep: Class 2 contains 46970 members Entering Unmasked Estep Score: -21956524.000000 Penalty: 5883.872070 Iteration 52Q: 3 clusters Score -2.195652e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94897 members Mstep: Class 2 contains 46970 members Entering Unmasked Estep Score: -21956524.000000 Penalty: 5883.872070 Iteration 53F: 3 clusters Score -2.195652e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 96307 members Mstep: Class 2 contains 30415 members Mstep: Class 3 contains 3762 members Mstep: Class 4 contains 4407 members Mstep: Class 5 contains 32979 members Mstep: Class 6 contains 5789 members Mstep: Class 7 contains 24045 members Mstep: Class 8 contains 723 members Mstep: Class 9 contains 13287 members Mstep: Class 10 contains 5086 members Mstep: Class 11 contains 3334 members Mstep: Class 12 contains 342 members Mstep: Class 13 contains 266 members Mstep: Class 14 contains 7481 members Mstep: Class 15 contains 2450 members Mstep: Class 16 contains 258 members Mstep: Class 17 contains 94897 members Mstep: Class 18 contains 31978 members Mstep: Class 19 contains 8856 members Mstep: Class 20 contains 2567 members Mstep: Class 21 contains 2956 members Mstep: Class 22 contains 669 members Mstep: Class 23 contains 3915 members Mstep: Class 24 contains 11474 members Mstep: Class 25 contains 3128 members Mstep: Class 26 contains 647 members Mstep: Class 27 contains 992 members Mstep: Class 28 contains 3878 members Mstep: Class 29 contains 73 members Mstep: Class 30 contains 46970 members Entering Unmasked Estep Score: -65544968.000000 Penalty: 96746.882812 Splitting cluster 17 changes total score from -65490812.000000 to -65544968.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 18 (31978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31978 members Entering Unmasked Estep Score: -4826647.000000 Penalty: 2572.455322 Iteration 0F: 2 clusters Score -4826647 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16048 members Mstep: Class 2 contains 15930 members Entering Unmasked Estep Score: -4804761.500000 Penalty: 5144.910645 Iteration 0F: 3 clusters Score -4804762 nChanged 14528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16528 members Mstep: Class 2 contains 15450 members Entering Unmasked Estep Score: -4812852.500000 Penalty: 5144.910645 Iteration 1F: 3 clusters Score -4812852 nChanged 1976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16962 members Mstep: Class 2 contains 15016 members Entering Unmasked Estep Score: -4814266.500000 Penalty: 5144.910645 Iteration 2F: 3 clusters Score -4814266 nChanged 2298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17486 members Mstep: Class 2 contains 14492 members Entering Unmasked Estep Score: -4816848.500000 Penalty: 5144.910645 Iteration 3F: 3 clusters Score -4816848 nChanged 2538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17470 members Mstep: Class 2 contains 14508 members Entering Unmasked Estep Score: -4819349.000000 Penalty: 5144.910645 Iteration 4F: 3 clusters Score -4819349 nChanged 2462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16826 members Mstep: Class 2 contains 15152 members Entering Unmasked Estep Score: -4821384.000000 Penalty: 5144.910645 Iteration 5F: 3 clusters Score -4821384 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15898 members Mstep: Class 2 contains 16080 members Entering Unmasked Estep Score: -4823129.000000 Penalty: 5144.910645 Iteration 6F: 3 clusters Score -4823129 nChanged 1914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14740 members Mstep: Class 2 contains 17238 members Entering Unmasked Estep Score: -4824672.500000 Penalty: 5144.910645 Iteration 7F: 3 clusters Score -4824672 nChanged 1722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13490 members Mstep: Class 2 contains 18488 members Entering Unmasked Estep Score: -4825933.500000 Penalty: 5144.910645 Iteration 8F: 3 clusters Score -4825934 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12207 members Mstep: Class 2 contains 19771 members Entering Unmasked Estep Score: -4826982.000000 Penalty: 5144.910645 Iteration 9Q: 3 clusters Score -4826982 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10902 members Mstep: Class 2 contains 21076 members Entering Unmasked Estep Score: -4827963.500000 Penalty: 5144.910645 Iteration 10Q: 3 clusters Score -4827964 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9611 members Mstep: Class 2 contains 22367 members Entering Unmasked Estep Score: -4829218.500000 Penalty: 5144.910645 Iteration 11Q: 3 clusters Score -4829218 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8480 members Mstep: Class 2 contains 23498 members Entering Unmasked Estep Score: -4830408.500000 Penalty: 5144.910645 Iteration 12Q: 3 clusters Score -4830408 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 24297 members Entering Unmasked Estep Score: -4831016.000000 Penalty: 5144.910645 Iteration 13Q: 3 clusters Score -4831016 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7075 members Mstep: Class 2 contains 24903 members Entering Unmasked Estep Score: -4831345.000000 Penalty: 5144.910645 Iteration 14Q: 3 clusters Score -4831345 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 25415 members Entering Unmasked Estep Score: -4831622.000000 Penalty: 5144.910645 Iteration 15Q: 3 clusters Score -4831622 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6115 members Mstep: Class 2 contains 25863 members Entering Unmasked Estep Score: -4831914.000000 Penalty: 5144.910645 Iteration 16Q: 3 clusters Score -4831914 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 26276 members Entering Unmasked Estep Score: -4832246.000000 Penalty: 5144.910645 Iteration 17Q: 3 clusters Score -4832246 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 26631 members Entering Unmasked Estep Score: -4832534.000000 Penalty: 5144.910645 Iteration 18Q: 3 clusters Score -4832534 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 26941 members Entering Unmasked Estep Score: -4832753.000000 Penalty: 5144.910645 Iteration 19Q: 3 clusters Score -4832753 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 27141 members Entering Unmasked Estep Score: -4832882.000000 Penalty: 5144.910645 Iteration 20F: 3 clusters Score -4832882 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 27275 members Entering Unmasked Estep Score: -4832944.500000 Penalty: 5144.910645 Iteration 21Q: 3 clusters Score -4832944 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 27387 members Entering Unmasked Estep Score: -4832993.500000 Penalty: 5144.910645 Iteration 22Q: 3 clusters Score -4832994 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 27486 members Entering Unmasked Estep Score: -4833044.000000 Penalty: 5144.910645 Iteration 23Q: 3 clusters Score -4833044 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 27570 members Entering Unmasked Estep Score: -4833084.500000 Penalty: 5144.910645 Iteration 24Q: 3 clusters Score -4833084 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 27636 members Entering Unmasked Estep Score: -4833125.000000 Penalty: 5144.910645 Iteration 25Q: 3 clusters Score -4833125 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 27686 members Entering Unmasked Estep Score: -4833179.000000 Penalty: 5144.910645 Iteration 26Q: 3 clusters Score -4833179 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 27718 members Entering Unmasked Estep Score: -4833184.000000 Penalty: 5144.910645 Iteration 27Q: 3 clusters Score -4833184 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 27740 members Entering Unmasked Estep Score: -4833190.000000 Penalty: 5144.910645 Iteration 28Q: 3 clusters Score -4833190 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 27732 members Entering Unmasked Estep Score: -4833218.000000 Penalty: 5144.910645 Iteration 29Q: 3 clusters Score -4833218 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 27717 members Entering Unmasked Estep Score: -4833223.000000 Penalty: 5144.910645 Iteration 30Q: 3 clusters Score -4833223 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 27679 members Entering Unmasked Estep Score: -4833254.500000 Penalty: 5144.910645 Iteration 31Q: 3 clusters Score -4833254 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 27635 members Entering Unmasked Estep Score: -4833316.000000 Penalty: 5144.910645 Iteration 32Q: 3 clusters Score -4833316 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 27587 members Entering Unmasked Estep Score: -4833382.500000 Penalty: 5144.910645 Iteration 33Q: 3 clusters Score -4833382 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 27493 members Entering Unmasked Estep Score: -4833587.500000 Penalty: 5144.910645 Iteration 34Q: 3 clusters Score -4833588 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 27334 members Entering Unmasked Estep Score: -4833865.500000 Penalty: 5144.910645 Iteration 35Q: 3 clusters Score -4833866 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 27127 members Entering Unmasked Estep Score: -4834205.500000 Penalty: 5144.910645 Iteration 36Q: 3 clusters Score -4834206 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 26929 members Entering Unmasked Estep Score: -4834604.000000 Penalty: 5144.910645 Iteration 37Q: 3 clusters Score -4834604 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 26793 members Entering Unmasked Estep Score: -4835062.000000 Penalty: 5144.910645 Iteration 38Q: 3 clusters Score -4835062 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 26737 members Entering Unmasked Estep Score: -4835582.000000 Penalty: 5144.910645 Iteration 39Q: 3 clusters Score -4835582 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 26662 members Entering Unmasked Estep Score: -4836642.000000 Penalty: 5144.910645 Iteration 40F: 3 clusters Score -4836642 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 26100 members Entering Unmasked Estep Score: -4837642.500000 Penalty: 5144.910645 Iteration 41Q: 3 clusters Score -4837642 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 25581 members Entering Unmasked Estep Score: -4838451.000000 Penalty: 5144.910645 Iteration 42Q: 3 clusters Score -4838451 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6917 members Mstep: Class 2 contains 25061 members Entering Unmasked Estep Score: -4839269.000000 Penalty: 5144.910645 Iteration 43Q: 3 clusters Score -4839269 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 24553 members Entering Unmasked Estep Score: -4840137.000000 Penalty: 5144.910645 Iteration 44Q: 3 clusters Score -4840137 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7840 members Mstep: Class 2 contains 24138 members Entering Unmasked Estep Score: -4840762.000000 Penalty: 5144.910645 Iteration 45Q: 3 clusters Score -4840762 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8194 members Mstep: Class 2 contains 23784 members Entering Unmasked Estep Score: -4841299.500000 Penalty: 5144.910645 Iteration 46Q: 3 clusters Score -4841300 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8450 members Mstep: Class 2 contains 23528 members Entering Unmasked Estep Score: -4841589.000000 Penalty: 5144.910645 Iteration 47Q: 3 clusters Score -4841589 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 23380 members Entering Unmasked Estep Score: -4841765.500000 Penalty: 5144.910645 Iteration 48Q: 3 clusters Score -4841766 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8706 members Mstep: Class 2 contains 23272 members Entering Unmasked Estep Score: -4841857.500000 Penalty: 5144.910645 Iteration 49Q: 3 clusters Score -4841858 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8771 members Mstep: Class 2 contains 23207 members Entering Unmasked Estep Score: -4841928.000000 Penalty: 5144.910645 Iteration 50Q: 3 clusters Score -4841928 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8819 members Mstep: Class 2 contains 23159 members Entering Unmasked Estep Score: -4841943.500000 Penalty: 5144.910645 Iteration 51Q: 3 clusters Score -4841944 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8835 members Mstep: Class 2 contains 23143 members Entering Unmasked Estep Score: -4841987.500000 Penalty: 5144.910645 Iteration 52Q: 3 clusters Score -4841988 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8854 members Mstep: Class 2 contains 23124 members Entering Unmasked Estep Score: -4841991.500000 Penalty: 5144.910645 Iteration 53Q: 3 clusters Score -4841992 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8857 members Mstep: Class 2 contains 23121 members Entering Unmasked Estep Score: -4842011.500000 Penalty: 5144.910645 Iteration 54Q: 3 clusters Score -4842012 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8865 members Mstep: Class 2 contains 23113 members Entering Unmasked Estep Score: -4842011.000000 Penalty: 5144.910645 Iteration 55Q: 3 clusters Score -4842011 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8866 members Mstep: Class 2 contains 23112 members Entering Unmasked Estep Score: -4842025.500000 Penalty: 5144.910645 Iteration 56Q: 3 clusters Score -4842026 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8870 members Mstep: Class 2 contains 23108 members Entering Unmasked Estep Score: -4842024.000000 Penalty: 5144.910645 Iteration 57Q: 3 clusters Score -4842024 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8871 members Mstep: Class 2 contains 23107 members Entering Unmasked Estep Score: -4842031.000000 Penalty: 5144.910645 Iteration 58Q: 3 clusters Score -4842031 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8873 members Mstep: Class 2 contains 23105 members Entering Unmasked Estep Score: -4842029.500000 Penalty: 5144.910645 Iteration 59Q: 3 clusters Score -4842030 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8874 members Mstep: Class 2 contains 23104 members Entering Unmasked Estep Score: -4842410.000000 Penalty: 5144.910645 Iteration 60F: 3 clusters Score -4842410 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9064 members Mstep: Class 2 contains 22914 members Entering Unmasked Estep Score: -4842746.500000 Penalty: 5144.910645 Iteration 61Q: 3 clusters Score -4842746 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9199 members Mstep: Class 2 contains 22779 members Entering Unmasked Estep Score: -4842827.000000 Penalty: 5144.910645 Iteration 62Q: 3 clusters Score -4842827 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9274 members Mstep: Class 2 contains 22704 members Entering Unmasked Estep Score: -4842848.500000 Penalty: 5144.910645 Iteration 63Q: 3 clusters Score -4842848 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 22654 members Entering Unmasked Estep Score: -4842856.500000 Penalty: 5144.910645 Iteration 64Q: 3 clusters Score -4842856 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9342 members Mstep: Class 2 contains 22636 members Entering Unmasked Estep Score: -4842859.500000 Penalty: 5144.910645 Iteration 65Q: 3 clusters Score -4842860 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9351 members Mstep: Class 2 contains 22627 members Entering Unmasked Estep Score: -4842854.500000 Penalty: 5144.910645 Iteration 66Q: 3 clusters Score -4842854 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9358 members Mstep: Class 2 contains 22620 members Entering Unmasked Estep Score: -4842855.000000 Penalty: 5144.910645 Iteration 67Q: 3 clusters Score -4842855 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9364 members Mstep: Class 2 contains 22614 members Entering Unmasked Estep Score: -4842852.500000 Penalty: 5144.910645 Iteration 68Q: 3 clusters Score -4842852 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9367 members Mstep: Class 2 contains 22611 members Entering Unmasked Estep Score: -4842852.000000 Penalty: 5144.910645 Iteration 69Q: 3 clusters Score -4842852 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9368 members Mstep: Class 2 contains 22610 members Entering Unmasked Estep Score: -4842853.500000 Penalty: 5144.910645 Iteration 70Q: 3 clusters Score -4842854 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9368 members Mstep: Class 2 contains 22610 members Entering Unmasked Estep Score: -4842853.500000 Penalty: 5144.910645 Iteration 71F: 3 clusters Score -4842854 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 96307 members Mstep: Class 2 contains 30415 members Mstep: Class 3 contains 3762 members Mstep: Class 4 contains 4407 members Mstep: Class 5 contains 32979 members Mstep: Class 6 contains 5789 members Mstep: Class 7 contains 24045 members Mstep: Class 8 contains 723 members Mstep: Class 9 contains 13287 members Mstep: Class 10 contains 5086 members Mstep: Class 11 contains 3334 members Mstep: Class 12 contains 342 members Mstep: Class 13 contains 266 members Mstep: Class 14 contains 7481 members Mstep: Class 15 contains 2450 members Mstep: Class 16 contains 258 members Mstep: Class 17 contains 94897 members Mstep: Class 18 contains 9368 members Mstep: Class 19 contains 8856 members Mstep: Class 20 contains 2567 members Mstep: Class 21 contains 2956 members Mstep: Class 22 contains 669 members Mstep: Class 23 contains 3915 members Mstep: Class 24 contains 11474 members Mstep: Class 25 contains 3128 members Mstep: Class 26 contains 647 members Mstep: Class 27 contains 992 members Mstep: Class 28 contains 3878 members Mstep: Class 29 contains 73 members Mstep: Class 30 contains 46970 members Mstep: Class 31 contains 22610 members Entering Unmasked Estep Score: -65560564.000000 Penalty: 99971.781250 Splitting cluster 18 changes total score from -65490812.000000 to -65560564.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 19 (8856 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8856 members Entering Unmasked Estep Score: -1328787.375000 Penalty: 2254.034912 Iteration 0F: 2 clusters Score -1328787 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -1322189.500000 Penalty: 4508.069824 Iteration 0F: 3 clusters Score -1322190 nChanged 3696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -1327959.875000 Penalty: 4508.069824 Iteration 1F: 3 clusters Score -1327960 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -1331173.125000 Penalty: 4508.069824 Iteration 2F: 3 clusters Score -1331173 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6959 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -1332511.875000 Penalty: 4508.069824 Iteration 3F: 3 clusters Score -1332512 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -1332831.500000 Penalty: 4508.069824 Iteration 4Q: 3 clusters Score -1332832 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7289 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -1332941.375000 Penalty: 4508.069824 Iteration 5Q: 3 clusters Score -1332941 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -1332989.125000 Penalty: 4508.069824 Iteration 6Q: 3 clusters Score -1332989 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -1333012.000000 Penalty: 4508.069824 Iteration 7Q: 3 clusters Score -1333012 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7414 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -1333031.250000 Penalty: 4508.069824 Iteration 8Q: 3 clusters Score -1333031 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7426 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -1333037.375000 Penalty: 4508.069824 Iteration 9Q: 3 clusters Score -1333037 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7435 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -1333041.750000 Penalty: 4508.069824 Iteration 10Q: 3 clusters Score -1333042 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7447 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -1333049.375000 Penalty: 4508.069824 Iteration 11Q: 3 clusters Score -1333049 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7451 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -1333049.125000 Penalty: 4508.069824 Iteration 12Q: 3 clusters Score -1333049 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7455 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -1333053.250000 Penalty: 4508.069824 Iteration 13Q: 3 clusters Score -1333053 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -1333052.875000 Penalty: 4508.069824 Iteration 14Q: 3 clusters Score -1333053 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7457 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -1333052.500000 Penalty: 4508.069824 Iteration 15Q: 3 clusters Score -1333052 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7458 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -1333053.625000 Penalty: 4508.069824 Iteration 16Q: 3 clusters Score -1333054 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7458 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -1333053.625000 Penalty: 4508.069824 Iteration 17F: 3 clusters Score -1333054 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 96307 members Mstep: Class 2 contains 30415 members Mstep: Class 3 contains 3762 members Mstep: Class 4 contains 4407 members Mstep: Class 5 contains 32979 members Mstep: Class 6 contains 5789 members Mstep: Class 7 contains 24045 members Mstep: Class 8 contains 723 members Mstep: Class 9 contains 13287 members Mstep: Class 10 contains 5086 members Mstep: Class 11 contains 3334 members Mstep: Class 12 contains 342 members Mstep: Class 13 contains 266 members Mstep: Class 14 contains 7481 members Mstep: Class 15 contains 2450 members Mstep: Class 16 contains 258 members Mstep: Class 17 contains 94897 members Mstep: Class 18 contains 9368 members Mstep: Class 19 contains 7458 members Mstep: Class 20 contains 2567 members Mstep: Class 21 contains 2956 members Mstep: Class 22 contains 669 members Mstep: Class 23 contains 3915 members Mstep: Class 24 contains 11474 members Mstep: Class 25 contains 3128 members Mstep: Class 26 contains 647 members Mstep: Class 27 contains 992 members Mstep: Class 28 contains 3878 members Mstep: Class 29 contains 73 members Mstep: Class 30 contains 46970 members Mstep: Class 31 contains 22610 members Mstep: Class 32 contains 1398 members Entering Unmasked Estep Score: -65563696.000000 Penalty: 103196.679688 Splitting cluster 19 changes total score from -65490812.000000 to -65563696.000000 So it's getting split into cluster 32. Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 2 contains 30415 members Mstep: Class 3 contains 3762 members Mstep: Class 4 contains 4407 members Mstep: Class 5 contains 32979 members Mstep: Class 6 contains 5789 members Mstep: Class 7 contains 24045 members Mstep: Class 8 contains 723 members Mstep: Class 9 contains 13287 members Mstep: Class 10 contains 5086 members Mstep: Class 11 contains 3334 members Mstep: Class 12 contains 342 members Mstep: Class 13 contains 266 members Mstep: Class 14 contains 7481 members Mstep: Class 15 contains 2450 members Mstep: Class 16 contains 258 members Mstep: Class 17 contains 94897 members Mstep: Class 18 contains 9368 members Mstep: Class 19 contains 7458 members Entering Unmasked Estep ConsiderDeletion Deleting Class 29. Lose 2587.626953 but Gain 3224.898438 Score: -65576848.000000 Penalty: 99971.781250 Iteration 39Q: 32 clusters Score -6.557685e+07 nChanged 17587 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 92267 members Mstep: Class 2 contains 32686 members Mstep: Class 3 contains 4163 members Mstep: Class 4 contains 4474 members Mstep: Class 5 contains 32849 members Mstep: Class 6 contains 5923 members Mstep: Class 7 contains 24327 members Mstep: Class 8 contains 745 members Mstep: Class 9 contains 13911 members Mstep: Class 10 contains 5656 members Mstep: Class 11 contains 3654 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7861 members Mstep: Class 15 contains 2498 members Mstep: Class 16 contains 268 members Mstep: Class 17 contains 97482 members Mstep: Class 18 contains 9442 members Mstep: Class 19 contains 7584 members Mstep: Class 20 contains 2318 members Mstep: Class 21 contains 2880 members Mstep: Class 22 contains 520 members Mstep: Class 23 contains 3890 members Mstep: Class 24 contains 10475 members Mstep: Class 25 contains 2993 members Mstep: Class 26 contains 650 members Mstep: Class 27 contains 992 members Mstep: Class 28 contains 3628 members Mstep: Class 30 contains 45584 members Mstep: Class 31 contains 22072 members Mstep: Class 32 contains 1523 members Entering Unmasked Estep ConsiderDeletion Score: -65587108.000000 Penalty: 99971.781250 Iteration 40F: 32 clusters Score -6.558711e+07 nChanged 11905 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 90760 members Mstep: Class 2 contains 33456 members Mstep: Class 3 contains 4298 members Mstep: Class 4 contains 4450 members Mstep: Class 5 contains 32475 members Mstep: Class 6 contains 5769 members Mstep: Class 7 contains 24245 members Mstep: Class 8 contains 657 members Mstep: Class 9 contains 13653 members Mstep: Class 10 contains 5932 members Mstep: Class 11 contains 3731 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8037 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 273 members Mstep: Class 17 contains 98374 members Mstep: Class 18 contains 9378 members Mstep: Class 19 contains 7617 members Mstep: Class 20 contains 2315 members Mstep: Class 21 contains 2969 members Mstep: Class 22 contains 428 members Mstep: Class 23 contains 4325 members Mstep: Class 24 contains 10284 members Mstep: Class 25 contains 3261 members Mstep: Class 26 contains 650 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3632 members Mstep: Class 30 contains 45071 members Mstep: Class 31 contains 22329 members Mstep: Class 32 contains 1642 members Entering Unmasked Estep ConsiderDeletion Score: -65591892.000000 Penalty: 99971.781250 Iteration 41Q: 32 clusters Score -6.559189e+07 nChanged 6386 Entering Unmasked Mstep Mstep: Class 0 contains 79 members Mstep: Class 1 contains 89465 members Mstep: Class 2 contains 34157 members Mstep: Class 3 contains 4429 members Mstep: Class 4 contains 4448 members Mstep: Class 5 contains 32179 members Mstep: Class 6 contains 5661 members Mstep: Class 7 contains 24193 members Mstep: Class 8 contains 606 members Mstep: Class 9 contains 13595 members Mstep: Class 10 contains 6157 members Mstep: Class 11 contains 3851 members Mstep: Class 12 contains 340 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8173 members Mstep: Class 15 contains 2208 members Mstep: Class 16 contains 277 members Mstep: Class 17 contains 99115 members Mstep: Class 18 contains 9346 members Mstep: Class 19 contains 7678 members Mstep: Class 20 contains 2332 members Mstep: Class 21 contains 2983 members Mstep: Class 22 contains 376 members Mstep: Class 23 contains 4617 members Mstep: Class 24 contains 10145 members Mstep: Class 25 contains 3443 members Mstep: Class 26 contains 650 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3610 members Mstep: Class 30 contains 44619 members Mstep: Class 31 contains 22371 members Mstep: Class 32 contains 1652 members Entering Unmasked Estep ConsiderDeletion Score: -65593688.000000 Penalty: 99971.781250 Iteration 42Q: 32 clusters Score -6.559369e+07 nChanged 4660 Entering Unmasked Mstep Mstep: Class 0 contains 79 members Mstep: Class 1 contains 88491 members Mstep: Class 2 contains 34777 members Mstep: Class 3 contains 4574 members Mstep: Class 4 contains 4430 members Mstep: Class 5 contains 31965 members Mstep: Class 6 contains 5570 members Mstep: Class 7 contains 24149 members Mstep: Class 8 contains 583 members Mstep: Class 9 contains 13577 members Mstep: Class 10 contains 6331 members Mstep: Class 11 contains 3967 members Mstep: Class 12 contains 340 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8214 members Mstep: Class 15 contains 2138 members Mstep: Class 16 contains 279 members Mstep: Class 17 contains 99741 members Mstep: Class 18 contains 9315 members Mstep: Class 19 contains 7746 members Mstep: Class 20 contains 2345 members Mstep: Class 21 contains 2973 members Mstep: Class 22 contains 332 members Mstep: Class 23 contains 4850 members Mstep: Class 24 contains 10063 members Mstep: Class 25 contains 3594 members Mstep: Class 26 contains 649 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3584 members Mstep: Class 30 contains 44139 members Mstep: Class 31 contains 22324 members Mstep: Class 32 contains 1636 members Entering Unmasked Estep ConsiderDeletion Score: -65594492.000000 Penalty: 99971.781250 Iteration 43Q: 32 clusters Score -6.559449e+07 nChanged 3873 Entering Unmasked Mstep Mstep: Class 0 contains 79 members Mstep: Class 1 contains 87757 members Mstep: Class 2 contains 35331 members Mstep: Class 3 contains 4708 members Mstep: Class 4 contains 4418 members Mstep: Class 5 contains 31812 members Mstep: Class 6 contains 5479 members Mstep: Class 7 contains 24105 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 13592 members Mstep: Class 10 contains 6477 members Mstep: Class 11 contains 4087 members Mstep: Class 12 contains 339 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8233 members Mstep: Class 15 contains 2069 members Mstep: Class 16 contains 281 members Mstep: Class 17 contains 100246 members Mstep: Class 18 contains 9280 members Mstep: Class 19 contains 7820 members Mstep: Class 20 contains 2343 members Mstep: Class 21 contains 2976 members Mstep: Class 22 contains 292 members Mstep: Class 23 contains 5002 members Mstep: Class 24 contains 10002 members Mstep: Class 25 contains 3749 members Mstep: Class 26 contains 648 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3568 members Mstep: Class 30 contains 43637 members Mstep: Class 31 contains 22247 members Mstep: Class 32 contains 1606 members Entering Unmasked Estep ConsiderDeletion Score: -65595884.000000 Penalty: 99971.781250 Iteration 44Q: 32 clusters Score -6.559588e+07 nChanged 3286 Entering Unmasked Mstep Mstep: Class 0 contains 79 members Mstep: Class 1 contains 87127 members Mstep: Class 2 contains 35857 members Mstep: Class 3 contains 4811 members Mstep: Class 4 contains 4391 members Mstep: Class 5 contains 31709 members Mstep: Class 6 contains 5411 members Mstep: Class 7 contains 24046 members Mstep: Class 8 contains 568 members Mstep: Class 9 contains 13628 members Mstep: Class 10 contains 6579 members Mstep: Class 11 contains 4191 members Mstep: Class 12 contains 342 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8246 members Mstep: Class 15 contains 2013 members Mstep: Class 16 contains 282 members Mstep: Class 17 contains 100705 members Mstep: Class 18 contains 9234 members Mstep: Class 19 contains 7889 members Mstep: Class 20 contains 2355 members Mstep: Class 21 contains 2984 members Mstep: Class 22 contains 272 members Mstep: Class 23 contains 5090 members Mstep: Class 24 contains 9980 members Mstep: Class 25 contains 3906 members Mstep: Class 26 contains 644 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3543 members Mstep: Class 30 contains 43139 members Mstep: Class 31 contains 22177 members Mstep: Class 32 contains 1557 members Entering Unmasked Estep ConsiderDeletion Score: -65596716.000000 Penalty: 99971.781250 Iteration 45Q: 32 clusters Score -6.559672e+07 nChanged 2797 Entering Unmasked Mstep Mstep: Class 0 contains 79 members Mstep: Class 1 contains 86644 members Mstep: Class 2 contains 36331 members Mstep: Class 3 contains 4895 members Mstep: Class 4 contains 4368 members Mstep: Class 5 contains 31638 members Mstep: Class 6 contains 5340 members Mstep: Class 7 contains 23995 members Mstep: Class 8 contains 558 members Mstep: Class 9 contains 13669 members Mstep: Class 10 contains 6658 members Mstep: Class 11 contains 4284 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8259 members Mstep: Class 15 contains 1975 members Mstep: Class 16 contains 284 members Mstep: Class 17 contains 101087 members Mstep: Class 18 contains 9178 members Mstep: Class 19 contains 7962 members Mstep: Class 20 contains 2381 members Mstep: Class 21 contains 2995 members Mstep: Class 22 contains 265 members Mstep: Class 23 contains 5142 members Mstep: Class 24 contains 9951 members Mstep: Class 25 contains 4050 members Mstep: Class 26 contains 637 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3530 members Mstep: Class 30 contains 42644 members Mstep: Class 31 contains 22104 members Mstep: Class 32 contains 1505 members Entering Unmasked Estep ConsiderDeletion Score: -65597368.000000 Penalty: 99971.781250 Iteration 46Q: 32 clusters Score -6.559737e+07 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 79 members Mstep: Class 1 contains 86245 members Mstep: Class 2 contains 36755 members Mstep: Class 3 contains 4940 members Mstep: Class 4 contains 4343 members Mstep: Class 5 contains 31596 members Mstep: Class 6 contains 5263 members Mstep: Class 7 contains 23935 members Mstep: Class 8 contains 554 members Mstep: Class 9 contains 13697 members Mstep: Class 10 contains 6751 members Mstep: Class 11 contains 4373 members Mstep: Class 12 contains 359 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8264 members Mstep: Class 15 contains 1927 members Mstep: Class 16 contains 285 members Mstep: Class 17 contains 101431 members Mstep: Class 18 contains 9112 members Mstep: Class 19 contains 8029 members Mstep: Class 20 contains 2453 members Mstep: Class 21 contains 3009 members Mstep: Class 22 contains 258 members Mstep: Class 23 contains 5177 members Mstep: Class 24 contains 9937 members Mstep: Class 25 contains 4206 members Mstep: Class 26 contains 624 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3531 members Mstep: Class 30 contains 42167 members Mstep: Class 31 contains 22014 members Mstep: Class 32 contains 1441 members Entering Unmasked Estep ConsiderDeletion Score: -65598956.000000 Penalty: 99971.781250 Iteration 47Q: 32 clusters Score -6.559896e+07 nChanged 2265 Entering Unmasked Mstep Mstep: Class 0 contains 79 members Mstep: Class 1 contains 85899 members Mstep: Class 2 contains 37096 members Mstep: Class 3 contains 4989 members Mstep: Class 4 contains 4322 members Mstep: Class 5 contains 31566 members Mstep: Class 6 contains 5186 members Mstep: Class 7 contains 23857 members Mstep: Class 8 contains 547 members Mstep: Class 9 contains 13742 members Mstep: Class 10 contains 6838 members Mstep: Class 11 contains 4458 members Mstep: Class 12 contains 373 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8267 members Mstep: Class 15 contains 1892 members Mstep: Class 16 contains 285 members Mstep: Class 17 contains 101735 members Mstep: Class 18 contains 9043 members Mstep: Class 19 contains 8088 members Mstep: Class 20 contains 2511 members Mstep: Class 21 contains 3019 members Mstep: Class 22 contains 257 members Mstep: Class 23 contains 5197 members Mstep: Class 24 contains 9951 members Mstep: Class 25 contains 4332 members Mstep: Class 26 contains 610 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3535 members Mstep: Class 30 contains 41749 members Mstep: Class 31 contains 21899 members Mstep: Class 32 contains 1433 members Entering Unmasked Estep ConsiderDeletion Score: -65599588.000000 Penalty: 99971.781250 Iteration 48Q: 32 clusters Score -6.559959e+07 nChanged 2073 Entering Unmasked Mstep Mstep: Class 0 contains 79 members Mstep: Class 1 contains 85624 members Mstep: Class 2 contains 37425 members Mstep: Class 3 contains 5040 members Mstep: Class 4 contains 4307 members Mstep: Class 5 contains 31543 members Mstep: Class 6 contains 5111 members Mstep: Class 7 contains 23755 members Mstep: Class 8 contains 547 members Mstep: Class 9 contains 13776 members Mstep: Class 10 contains 6914 members Mstep: Class 11 contains 4531 members Mstep: Class 12 contains 383 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8276 members Mstep: Class 15 contains 1865 members Mstep: Class 16 contains 285 members Mstep: Class 17 contains 101968 members Mstep: Class 18 contains 9003 members Mstep: Class 19 contains 8128 members Mstep: Class 20 contains 2545 members Mstep: Class 21 contains 3027 members Mstep: Class 22 contains 254 members Mstep: Class 23 contains 5217 members Mstep: Class 24 contains 10004 members Mstep: Class 25 contains 4403 members Mstep: Class 26 contains 600 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3536 members Mstep: Class 30 contains 41356 members Mstep: Class 31 contains 21804 members Mstep: Class 32 contains 1449 members Entering Unmasked Estep ConsiderDeletion Score: -65599872.000000 Penalty: 99971.781250 Iteration 49Q: 32 clusters Score -6.559987e+07 nChanged 1855 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 85428 members Mstep: Class 2 contains 37687 members Mstep: Class 3 contains 5101 members Mstep: Class 4 contains 4275 members Mstep: Class 5 contains 31523 members Mstep: Class 6 contains 5028 members Mstep: Class 7 contains 23663 members Mstep: Class 8 contains 547 members Mstep: Class 9 contains 13805 members Mstep: Class 10 contains 7000 members Mstep: Class 11 contains 4591 members Mstep: Class 12 contains 390 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8280 members Mstep: Class 15 contains 1848 members Mstep: Class 16 contains 285 members Mstep: Class 17 contains 102165 members Mstep: Class 18 contains 8974 members Mstep: Class 19 contains 8178 members Mstep: Class 20 contains 2558 members Mstep: Class 21 contains 3028 members Mstep: Class 22 contains 252 members Mstep: Class 23 contains 5235 members Mstep: Class 24 contains 10071 members Mstep: Class 25 contains 4459 members Mstep: Class 26 contains 593 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3536 members Mstep: Class 30 contains 41004 members Mstep: Class 31 contains 21712 members Mstep: Class 32 contains 1459 members Entering Unmasked Estep ConsiderDeletion Score: -65600384.000000 Penalty: 99971.781250 Iteration 50Q: 32 clusters Score -6.560038e+07 nChanged 1729 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 85231 members Mstep: Class 2 contains 37932 members Mstep: Class 3 contains 5181 members Mstep: Class 4 contains 4240 members Mstep: Class 5 contains 31511 members Mstep: Class 6 contains 4945 members Mstep: Class 7 contains 23582 members Mstep: Class 8 contains 547 members Mstep: Class 9 contains 13824 members Mstep: Class 10 contains 7069 members Mstep: Class 11 contains 4644 members Mstep: Class 12 contains 398 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8286 members Mstep: Class 15 contains 1839 members Mstep: Class 16 contains 285 members Mstep: Class 17 contains 102309 members Mstep: Class 18 contains 8948 members Mstep: Class 19 contains 8230 members Mstep: Class 20 contains 2562 members Mstep: Class 21 contains 3034 members Mstep: Class 22 contains 252 members Mstep: Class 23 contains 5239 members Mstep: Class 24 contains 10141 members Mstep: Class 25 contains 4518 members Mstep: Class 26 contains 585 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3537 members Mstep: Class 30 contains 40705 members Mstep: Class 31 contains 21639 members Mstep: Class 32 contains 1462 members Entering Unmasked Estep ConsiderDeletion Score: -65600868.000000 Penalty: 99971.781250 Iteration 51Q: 32 clusters Score -6.560087e+07 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 85066 members Mstep: Class 2 contains 38137 members Mstep: Class 3 contains 5284 members Mstep: Class 4 contains 4204 members Mstep: Class 5 contains 31502 members Mstep: Class 6 contains 4862 members Mstep: Class 7 contains 23500 members Mstep: Class 8 contains 547 members Mstep: Class 9 contains 13863 members Mstep: Class 10 contains 7129 members Mstep: Class 11 contains 4688 members Mstep: Class 12 contains 410 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8288 members Mstep: Class 15 contains 1824 members Mstep: Class 16 contains 285 members Mstep: Class 17 contains 102429 members Mstep: Class 18 contains 8936 members Mstep: Class 19 contains 8272 members Mstep: Class 20 contains 2569 members Mstep: Class 21 contains 3038 members Mstep: Class 22 contains 251 members Mstep: Class 23 contains 5240 members Mstep: Class 24 contains 10226 members Mstep: Class 25 contains 4537 members Mstep: Class 26 contains 573 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3534 members Mstep: Class 30 contains 40438 members Mstep: Class 31 contains 21574 members Mstep: Class 32 contains 1469 members Entering Unmasked Estep ConsiderDeletion Score: -65601200.000000 Penalty: 99971.781250 Iteration 52Q: 32 clusters Score -6.56012e+07 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 84936 members Mstep: Class 2 contains 38337 members Mstep: Class 3 contains 5397 members Mstep: Class 4 contains 4170 members Mstep: Class 5 contains 31496 members Mstep: Class 6 contains 4791 members Mstep: Class 7 contains 23420 members Mstep: Class 8 contains 546 members Mstep: Class 9 contains 13899 members Mstep: Class 10 contains 7194 members Mstep: Class 11 contains 4732 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8284 members Mstep: Class 15 contains 1809 members Mstep: Class 16 contains 285 members Mstep: Class 17 contains 102524 members Mstep: Class 18 contains 8925 members Mstep: Class 19 contains 8294 members Mstep: Class 20 contains 2560 members Mstep: Class 21 contains 3040 members Mstep: Class 22 contains 251 members Mstep: Class 23 contains 5233 members Mstep: Class 24 contains 10321 members Mstep: Class 25 contains 4558 members Mstep: Class 26 contains 557 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3531 members Mstep: Class 30 contains 40185 members Mstep: Class 31 contains 21500 members Mstep: Class 32 contains 1474 members Entering Unmasked Estep ConsiderDeletion Score: -65601528.000000 Penalty: 99971.781250 Iteration 53Q: 32 clusters Score -6.560153e+07 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 84787 members Mstep: Class 2 contains 38527 members Mstep: Class 3 contains 5525 members Mstep: Class 4 contains 4142 members Mstep: Class 5 contains 31485 members Mstep: Class 6 contains 4721 members Mstep: Class 7 contains 23345 members Mstep: Class 8 contains 546 members Mstep: Class 9 contains 13928 members Mstep: Class 10 contains 7233 members Mstep: Class 11 contains 4770 members Mstep: Class 12 contains 437 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8271 members Mstep: Class 15 contains 1802 members Mstep: Class 16 contains 285 members Mstep: Class 17 contains 102608 members Mstep: Class 18 contains 8919 members Mstep: Class 19 contains 8301 members Mstep: Class 20 contains 2570 members Mstep: Class 21 contains 3049 members Mstep: Class 22 contains 251 members Mstep: Class 23 contains 5224 members Mstep: Class 24 contains 10435 members Mstep: Class 25 contains 4571 members Mstep: Class 26 contains 546 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3527 members Mstep: Class 30 contains 39944 members Mstep: Class 31 contains 21447 members Mstep: Class 32 contains 1479 members Entering Unmasked Estep ConsiderDeletion Score: -65602092.000000 Penalty: 99971.781250 Iteration 54Q: 32 clusters Score -6.560209e+07 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 84672 members Mstep: Class 2 contains 38695 members Mstep: Class 3 contains 5669 members Mstep: Class 4 contains 4112 members Mstep: Class 5 contains 31478 members Mstep: Class 6 contains 4677 members Mstep: Class 7 contains 23284 members Mstep: Class 8 contains 546 members Mstep: Class 9 contains 13936 members Mstep: Class 10 contains 7252 members Mstep: Class 11 contains 4797 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8265 members Mstep: Class 15 contains 1795 members Mstep: Class 16 contains 285 members Mstep: Class 17 contains 102669 members Mstep: Class 18 contains 8902 members Mstep: Class 19 contains 8308 members Mstep: Class 20 contains 2579 members Mstep: Class 21 contains 3056 members Mstep: Class 22 contains 251 members Mstep: Class 23 contains 5220 members Mstep: Class 24 contains 10526 members Mstep: Class 25 contains 4593 members Mstep: Class 26 contains 541 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3522 members Mstep: Class 30 contains 39699 members Mstep: Class 31 contains 21426 members Mstep: Class 32 contains 1478 members Entering Unmasked Estep ConsiderDeletion Score: -65602552.000000 Penalty: 99971.781250 Iteration 55Q: 32 clusters Score -6.560255e+07 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 84584 members Mstep: Class 2 contains 38844 members Mstep: Class 3 contains 5834 members Mstep: Class 4 contains 4094 members Mstep: Class 5 contains 31479 members Mstep: Class 6 contains 4636 members Mstep: Class 7 contains 23219 members Mstep: Class 8 contains 546 members Mstep: Class 9 contains 13933 members Mstep: Class 10 contains 7269 members Mstep: Class 11 contains 4827 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8250 members Mstep: Class 15 contains 1781 members Mstep: Class 16 contains 285 members Mstep: Class 17 contains 102737 members Mstep: Class 18 contains 8892 members Mstep: Class 19 contains 8306 members Mstep: Class 20 contains 2554 members Mstep: Class 21 contains 3063 members Mstep: Class 22 contains 251 members Mstep: Class 23 contains 5224 members Mstep: Class 24 contains 10613 members Mstep: Class 25 contains 4609 members Mstep: Class 26 contains 538 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3505 members Mstep: Class 30 contains 39477 members Mstep: Class 31 contains 21399 members Mstep: Class 32 contains 1481 members Entering Unmasked Estep ConsiderDeletion Score: -65603068.000000 Penalty: 99971.781250 Iteration 56Q: 32 clusters Score -6.560307e+07 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 84491 members Mstep: Class 2 contains 39017 members Mstep: Class 3 contains 6000 members Mstep: Class 4 contains 4077 members Mstep: Class 5 contains 31475 members Mstep: Class 6 contains 4575 members Mstep: Class 7 contains 23158 members Mstep: Class 8 contains 546 members Mstep: Class 9 contains 13944 members Mstep: Class 10 contains 7290 members Mstep: Class 11 contains 4854 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8223 members Mstep: Class 15 contains 1779 members Mstep: Class 16 contains 285 members Mstep: Class 17 contains 102799 members Mstep: Class 18 contains 8884 members Mstep: Class 19 contains 8293 members Mstep: Class 20 contains 2517 members Mstep: Class 21 contains 3072 members Mstep: Class 22 contains 251 members Mstep: Class 23 contains 5232 members Mstep: Class 24 contains 10719 members Mstep: Class 25 contains 4613 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3501 members Mstep: Class 30 contains 39246 members Mstep: Class 31 contains 21368 members Mstep: Class 32 contains 1483 members Entering Unmasked Estep ConsiderDeletion Score: -65603364.000000 Penalty: 99971.781250 Iteration 57Q: 32 clusters Score -6.560336e+07 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 84419 members Mstep: Class 2 contains 39158 members Mstep: Class 3 contains 6167 members Mstep: Class 4 contains 4066 members Mstep: Class 5 contains 31469 members Mstep: Class 6 contains 4532 members Mstep: Class 7 contains 23106 members Mstep: Class 8 contains 546 members Mstep: Class 9 contains 13951 members Mstep: Class 10 contains 7314 members Mstep: Class 11 contains 4868 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8195 members Mstep: Class 15 contains 1776 members Mstep: Class 16 contains 285 members Mstep: Class 17 contains 102851 members Mstep: Class 18 contains 8880 members Mstep: Class 19 contains 8282 members Mstep: Class 20 contains 2479 members Mstep: Class 21 contains 3074 members Mstep: Class 22 contains 250 members Mstep: Class 23 contains 5233 members Mstep: Class 24 contains 10806 members Mstep: Class 25 contains 4625 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3504 members Mstep: Class 30 contains 39029 members Mstep: Class 31 contains 21344 members Mstep: Class 32 contains 1483 members Entering Unmasked Estep ConsiderDeletion Score: -65603796.000000 Penalty: 99971.781250 Iteration 58Q: 32 clusters Score -6.56038e+07 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 84341 members Mstep: Class 2 contains 39279 members Mstep: Class 3 contains 6340 members Mstep: Class 4 contains 4052 members Mstep: Class 5 contains 31470 members Mstep: Class 6 contains 4491 members Mstep: Class 7 contains 23078 members Mstep: Class 8 contains 546 members Mstep: Class 9 contains 13956 members Mstep: Class 10 contains 7333 members Mstep: Class 11 contains 4880 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8175 members Mstep: Class 15 contains 1773 members Mstep: Class 16 contains 285 members Mstep: Class 17 contains 102886 members Mstep: Class 18 contains 8877 members Mstep: Class 19 contains 8272 members Mstep: Class 20 contains 2445 members Mstep: Class 21 contains 3075 members Mstep: Class 22 contains 250 members Mstep: Class 23 contains 5237 members Mstep: Class 24 contains 10872 members Mstep: Class 25 contains 4635 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3504 members Mstep: Class 30 contains 38828 members Mstep: Class 31 contains 21329 members Mstep: Class 32 contains 1483 members Entering Unmasked Estep ConsiderDeletion Score: -65603988.000000 Penalty: 99971.781250 Iteration 59Q: 32 clusters Score -6.560399e+07 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 84254 members Mstep: Class 2 contains 39417 members Mstep: Class 3 contains 6499 members Mstep: Class 4 contains 4038 members Mstep: Class 5 contains 31470 members Mstep: Class 6 contains 4468 members Mstep: Class 7 contains 23053 members Mstep: Class 8 contains 546 members Mstep: Class 9 contains 13948 members Mstep: Class 10 contains 7346 members Mstep: Class 11 contains 4895 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8162 members Mstep: Class 15 contains 1769 members Mstep: Class 16 contains 285 members Mstep: Class 17 contains 102908 members Mstep: Class 18 contains 8869 members Mstep: Class 19 contains 8265 members Mstep: Class 20 contains 2428 members Mstep: Class 21 contains 3077 members Mstep: Class 22 contains 250 members Mstep: Class 23 contains 5240 members Mstep: Class 24 contains 10926 members Mstep: Class 25 contains 4645 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 3507 members Mstep: Class 30 contains 38624 members Mstep: Class 31 contains 21320 members Mstep: Class 32 contains 1483 members Entering Unmasked Estep ConsiderDeletion Score: -65604832.000000 Penalty: 99971.781250 Iteration 60F: 32 clusters Score -6.560483e+07 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84165 members Mstep: Class 2 contains 39548 members Mstep: Class 3 contains 6559 members Mstep: Class 4 contains 4022 members Mstep: Class 5 contains 31471 members Mstep: Class 6 contains 4451 members Mstep: Class 7 contains 23030 members Mstep: Class 8 contains 525 members Mstep: Class 9 contains 13939 members Mstep: Class 10 contains 7352 members Mstep: Class 11 contains 4911 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8140 members Mstep: Class 15 contains 1740 members Mstep: Class 16 contains 287 members Mstep: Class 17 contains 102916 members Mstep: Class 18 contains 8806 members Mstep: Class 19 contains 8257 members Mstep: Class 20 contains 2460 members Mstep: Class 21 contains 3079 members Mstep: Class 22 contains 201 members Mstep: Class 23 contains 5241 members Mstep: Class 24 contains 10978 members Mstep: Class 25 contains 4826 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 992 members Mstep: Class 28 contains 3507 members Mstep: Class 30 contains 38429 members Mstep: Class 31 contains 21311 members Mstep: Class 32 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -65605860.000000 Penalty: 99971.781250 Iteration 61Q: 32 clusters Score -6.560586e+07 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84110 members Mstep: Class 2 contains 39691 members Mstep: Class 3 contains 6632 members Mstep: Class 4 contains 4005 members Mstep: Class 5 contains 31470 members Mstep: Class 6 contains 4426 members Mstep: Class 7 contains 23017 members Mstep: Class 8 contains 505 members Mstep: Class 9 contains 13939 members Mstep: Class 10 contains 7359 members Mstep: Class 11 contains 4943 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8109 members Mstep: Class 15 contains 1719 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102923 members Mstep: Class 18 contains 8749 members Mstep: Class 19 contains 8259 members Mstep: Class 20 contains 2469 members Mstep: Class 21 contains 3079 members Mstep: Class 22 contains 166 members Mstep: Class 23 contains 5245 members Mstep: Class 24 contains 11029 members Mstep: Class 25 contains 4959 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3504 members Mstep: Class 30 contains 38213 members Mstep: Class 31 contains 21296 members Mstep: Class 32 contains 1598 members Entering Unmasked Estep ConsiderDeletion Score: -65606296.000000 Penalty: 99971.781250 Iteration 62Q: 32 clusters Score -6.56063e+07 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84060 members Mstep: Class 2 contains 39847 members Mstep: Class 3 contains 6748 members Mstep: Class 4 contains 3998 members Mstep: Class 5 contains 31476 members Mstep: Class 6 contains 4399 members Mstep: Class 7 contains 23003 members Mstep: Class 8 contains 491 members Mstep: Class 9 contains 13938 members Mstep: Class 10 contains 7365 members Mstep: Class 11 contains 4975 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8076 members Mstep: Class 15 contains 1706 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102921 members Mstep: Class 18 contains 8698 members Mstep: Class 19 contains 8277 members Mstep: Class 20 contains 2472 members Mstep: Class 21 contains 3079 members Mstep: Class 22 contains 144 members Mstep: Class 23 contains 5248 members Mstep: Class 24 contains 11074 members Mstep: Class 25 contains 5028 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3491 members Mstep: Class 30 contains 37999 members Mstep: Class 31 contains 21284 members Mstep: Class 32 contains 1617 members Entering Unmasked Estep ConsiderDeletion Score: -65606752.000000 Penalty: 99971.781250 Iteration 63Q: 32 clusters Score -6.560675e+07 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84026 members Mstep: Class 2 contains 40030 members Mstep: Class 3 contains 6877 members Mstep: Class 4 contains 3987 members Mstep: Class 5 contains 31481 members Mstep: Class 6 contains 4368 members Mstep: Class 7 contains 22997 members Mstep: Class 8 contains 483 members Mstep: Class 9 contains 13924 members Mstep: Class 10 contains 7367 members Mstep: Class 11 contains 5004 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8045 members Mstep: Class 15 contains 1706 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102914 members Mstep: Class 18 contains 8669 members Mstep: Class 19 contains 8296 members Mstep: Class 20 contains 2464 members Mstep: Class 21 contains 3081 members Mstep: Class 22 contains 138 members Mstep: Class 23 contains 5251 members Mstep: Class 24 contains 11115 members Mstep: Class 25 contains 5080 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3483 members Mstep: Class 30 contains 37743 members Mstep: Class 31 contains 21275 members Mstep: Class 32 contains 1610 members Entering Unmasked Estep ConsiderDeletion Score: -65607000.000000 Penalty: 99971.781250 Iteration 64Q: 32 clusters Score -6.5607e+07 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84004 members Mstep: Class 2 contains 40225 members Mstep: Class 3 contains 6982 members Mstep: Class 4 contains 3979 members Mstep: Class 5 contains 31489 members Mstep: Class 6 contains 4344 members Mstep: Class 7 contains 22994 members Mstep: Class 8 contains 477 members Mstep: Class 9 contains 13920 members Mstep: Class 10 contains 7367 members Mstep: Class 11 contains 5024 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 8018 members Mstep: Class 15 contains 1705 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102907 members Mstep: Class 18 contains 8643 members Mstep: Class 19 contains 8313 members Mstep: Class 20 contains 2463 members Mstep: Class 21 contains 3083 members Mstep: Class 22 contains 130 members Mstep: Class 23 contains 5248 members Mstep: Class 24 contains 11147 members Mstep: Class 25 contains 5117 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3481 members Mstep: Class 30 contains 37466 members Mstep: Class 31 contains 21280 members Mstep: Class 32 contains 1608 members Entering Unmasked Estep ConsiderDeletion Score: -65607368.000000 Penalty: 99971.781250 Iteration 65Q: 32 clusters Score -6.560737e+07 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 83998 members Mstep: Class 2 contains 40423 members Mstep: Class 3 contains 7074 members Mstep: Class 4 contains 3972 members Mstep: Class 5 contains 31494 members Mstep: Class 6 contains 4319 members Mstep: Class 7 contains 22989 members Mstep: Class 8 contains 471 members Mstep: Class 9 contains 13911 members Mstep: Class 10 contains 7372 members Mstep: Class 11 contains 5040 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7992 members Mstep: Class 15 contains 1700 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102914 members Mstep: Class 18 contains 8619 members Mstep: Class 19 contains 8326 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 3085 members Mstep: Class 22 contains 127 members Mstep: Class 23 contains 5247 members Mstep: Class 24 contains 11182 members Mstep: Class 25 contains 5143 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3481 members Mstep: Class 30 contains 37195 members Mstep: Class 31 contains 21281 members Mstep: Class 32 contains 1604 members Entering Unmasked Estep ConsiderDeletion Score: -65607496.000000 Penalty: 99971.781250 Iteration 66Q: 32 clusters Score -6.56075e+07 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84016 members Mstep: Class 2 contains 40616 members Mstep: Class 3 contains 7154 members Mstep: Class 4 contains 3961 members Mstep: Class 5 contains 31497 members Mstep: Class 6 contains 4293 members Mstep: Class 7 contains 22984 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 13913 members Mstep: Class 10 contains 7372 members Mstep: Class 11 contains 5055 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7971 members Mstep: Class 15 contains 1698 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102902 members Mstep: Class 18 contains 8600 members Mstep: Class 19 contains 8336 members Mstep: Class 20 contains 2448 members Mstep: Class 21 contains 3088 members Mstep: Class 22 contains 126 members Mstep: Class 23 contains 5244 members Mstep: Class 24 contains 11225 members Mstep: Class 25 contains 5158 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3481 members Mstep: Class 30 contains 36931 members Mstep: Class 31 contains 21278 members Mstep: Class 32 contains 1599 members Entering Unmasked Estep ConsiderDeletion Score: -65607656.000000 Penalty: 99971.781250 Iteration 67Q: 32 clusters Score -6.560766e+07 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84036 members Mstep: Class 2 contains 40788 members Mstep: Class 3 contains 7226 members Mstep: Class 4 contains 3957 members Mstep: Class 5 contains 31502 members Mstep: Class 6 contains 4266 members Mstep: Class 7 contains 22980 members Mstep: Class 8 contains 465 members Mstep: Class 9 contains 13899 members Mstep: Class 10 contains 7380 members Mstep: Class 11 contains 5055 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7961 members Mstep: Class 15 contains 1695 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102896 members Mstep: Class 18 contains 8587 members Mstep: Class 19 contains 8346 members Mstep: Class 20 contains 2438 members Mstep: Class 21 contains 3090 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5244 members Mstep: Class 24 contains 11262 members Mstep: Class 25 contains 5171 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3480 members Mstep: Class 30 contains 36687 members Mstep: Class 31 contains 21281 members Mstep: Class 32 contains 1597 members Entering Unmasked Estep ConsiderDeletion Score: -65607596.000000 Penalty: 99971.781250 Iteration 68Q: 32 clusters Score -6.56076e+07 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84075 members Mstep: Class 2 contains 40940 members Mstep: Class 3 contains 7296 members Mstep: Class 4 contains 3954 members Mstep: Class 5 contains 31503 members Mstep: Class 6 contains 4249 members Mstep: Class 7 contains 22977 members Mstep: Class 8 contains 465 members Mstep: Class 9 contains 13898 members Mstep: Class 10 contains 7381 members Mstep: Class 11 contains 5059 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7953 members Mstep: Class 15 contains 1694 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102897 members Mstep: Class 18 contains 8577 members Mstep: Class 19 contains 8352 members Mstep: Class 20 contains 2427 members Mstep: Class 21 contains 3092 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5242 members Mstep: Class 24 contains 11282 members Mstep: Class 25 contains 5183 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3478 members Mstep: Class 30 contains 36441 members Mstep: Class 31 contains 21283 members Mstep: Class 32 contains 1591 members Entering Unmasked Estep ConsiderDeletion Score: -65607640.000000 Penalty: 99971.781250 Iteration 69Q: 32 clusters Score -6.560764e+07 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84103 members Mstep: Class 2 contains 41111 members Mstep: Class 3 contains 7360 members Mstep: Class 4 contains 3946 members Mstep: Class 5 contains 31511 members Mstep: Class 6 contains 4232 members Mstep: Class 7 contains 22972 members Mstep: Class 8 contains 464 members Mstep: Class 9 contains 13890 members Mstep: Class 10 contains 7387 members Mstep: Class 11 contains 5070 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7950 members Mstep: Class 15 contains 1691 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102892 members Mstep: Class 18 contains 8571 members Mstep: Class 19 contains 8356 members Mstep: Class 20 contains 2424 members Mstep: Class 21 contains 3095 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5244 members Mstep: Class 24 contains 11303 members Mstep: Class 25 contains 5190 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3482 members Mstep: Class 30 contains 36176 members Mstep: Class 31 contains 21280 members Mstep: Class 32 contains 1589 members Entering Unmasked Estep ConsiderDeletion Score: -65607720.000000 Penalty: 99971.781250 Iteration 70Q: 32 clusters Score -6.560772e+07 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84135 members Mstep: Class 2 contains 41265 members Mstep: Class 3 contains 7422 members Mstep: Class 4 contains 3940 members Mstep: Class 5 contains 31516 members Mstep: Class 6 contains 4215 members Mstep: Class 7 contains 22961 members Mstep: Class 8 contains 464 members Mstep: Class 9 contains 13884 members Mstep: Class 10 contains 7389 members Mstep: Class 11 contains 5079 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7946 members Mstep: Class 15 contains 1691 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102893 members Mstep: Class 18 contains 8569 members Mstep: Class 19 contains 8359 members Mstep: Class 20 contains 2408 members Mstep: Class 21 contains 3099 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5249 members Mstep: Class 24 contains 11328 members Mstep: Class 25 contains 5186 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3484 members Mstep: Class 30 contains 35938 members Mstep: Class 31 contains 21281 members Mstep: Class 32 contains 1588 members Entering Unmasked Estep ConsiderDeletion Score: -65607940.000000 Penalty: 99971.781250 Iteration 71Q: 32 clusters Score -6.560794e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84146 members Mstep: Class 2 contains 41428 members Mstep: Class 3 contains 7497 members Mstep: Class 4 contains 3931 members Mstep: Class 5 contains 31518 members Mstep: Class 6 contains 4196 members Mstep: Class 7 contains 22958 members Mstep: Class 8 contains 465 members Mstep: Class 9 contains 13877 members Mstep: Class 10 contains 7390 members Mstep: Class 11 contains 5083 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7937 members Mstep: Class 15 contains 1691 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102893 members Mstep: Class 18 contains 8569 members Mstep: Class 19 contains 8361 members Mstep: Class 20 contains 2398 members Mstep: Class 21 contains 3102 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5248 members Mstep: Class 24 contains 11352 members Mstep: Class 25 contains 5185 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3486 members Mstep: Class 30 contains 35702 members Mstep: Class 31 contains 21287 members Mstep: Class 32 contains 1589 members Entering Unmasked Estep ConsiderDeletion Score: -65608088.000000 Penalty: 99971.781250 Iteration 72Q: 32 clusters Score -6.560809e+07 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84191 members Mstep: Class 2 contains 41577 members Mstep: Class 3 contains 7545 members Mstep: Class 4 contains 3922 members Mstep: Class 5 contains 31521 members Mstep: Class 6 contains 4185 members Mstep: Class 7 contains 22957 members Mstep: Class 8 contains 465 members Mstep: Class 9 contains 13878 members Mstep: Class 10 contains 7392 members Mstep: Class 11 contains 5085 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7932 members Mstep: Class 15 contains 1691 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102902 members Mstep: Class 18 contains 8568 members Mstep: Class 19 contains 8365 members Mstep: Class 20 contains 2390 members Mstep: Class 21 contains 3103 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5248 members Mstep: Class 24 contains 11367 members Mstep: Class 25 contains 5182 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3486 members Mstep: Class 30 contains 35456 members Mstep: Class 31 contains 21292 members Mstep: Class 32 contains 1589 members Entering Unmasked Estep ConsiderDeletion Score: -65608124.000000 Penalty: 99971.781250 Iteration 73Q: 32 clusters Score -6.560812e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84224 members Mstep: Class 2 contains 41726 members Mstep: Class 3 contains 7589 members Mstep: Class 4 contains 3917 members Mstep: Class 5 contains 31521 members Mstep: Class 6 contains 4176 members Mstep: Class 7 contains 22953 members Mstep: Class 8 contains 465 members Mstep: Class 9 contains 13878 members Mstep: Class 10 contains 7396 members Mstep: Class 11 contains 5088 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7928 members Mstep: Class 15 contains 1690 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102923 members Mstep: Class 18 contains 8566 members Mstep: Class 19 contains 8366 members Mstep: Class 20 contains 2391 members Mstep: Class 21 contains 3103 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5250 members Mstep: Class 24 contains 11385 members Mstep: Class 25 contains 5181 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3487 members Mstep: Class 30 contains 35206 members Mstep: Class 31 contains 21291 members Mstep: Class 32 contains 1589 members Entering Unmasked Estep ConsiderDeletion Score: -65608124.000000 Penalty: 99971.781250 Iteration 74Q: 32 clusters Score -6.560812e+07 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84241 members Mstep: Class 2 contains 41870 members Mstep: Class 3 contains 7632 members Mstep: Class 4 contains 3908 members Mstep: Class 5 contains 31525 members Mstep: Class 6 contains 4167 members Mstep: Class 7 contains 22950 members Mstep: Class 8 contains 465 members Mstep: Class 9 contains 13880 members Mstep: Class 10 contains 7394 members Mstep: Class 11 contains 5088 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7924 members Mstep: Class 15 contains 1689 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102921 members Mstep: Class 18 contains 8564 members Mstep: Class 19 contains 8369 members Mstep: Class 20 contains 2404 members Mstep: Class 21 contains 3105 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5248 members Mstep: Class 24 contains 11403 members Mstep: Class 25 contains 5183 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3486 members Mstep: Class 30 contains 34989 members Mstep: Class 31 contains 21295 members Mstep: Class 32 contains 1589 members Entering Unmasked Estep ConsiderDeletion Score: -65608080.000000 Penalty: 99971.781250 Iteration 75Q: 32 clusters Score -6.560808e+07 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84258 members Mstep: Class 2 contains 42027 members Mstep: Class 3 contains 7669 members Mstep: Class 4 contains 3899 members Mstep: Class 5 contains 31532 members Mstep: Class 6 contains 4166 members Mstep: Class 7 contains 22948 members Mstep: Class 8 contains 465 members Mstep: Class 9 contains 13870 members Mstep: Class 10 contains 7398 members Mstep: Class 11 contains 5091 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7918 members Mstep: Class 15 contains 1688 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102928 members Mstep: Class 18 contains 8562 members Mstep: Class 19 contains 8370 members Mstep: Class 20 contains 2408 members Mstep: Class 21 contains 3104 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5246 members Mstep: Class 24 contains 11415 members Mstep: Class 25 contains 5182 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3486 members Mstep: Class 30 contains 34769 members Mstep: Class 31 contains 21301 members Mstep: Class 32 contains 1589 members Entering Unmasked Estep ConsiderDeletion Score: -65608024.000000 Penalty: 99971.781250 Iteration 76Q: 32 clusters Score -6.560802e+07 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84280 members Mstep: Class 2 contains 42158 members Mstep: Class 3 contains 7715 members Mstep: Class 4 contains 3893 members Mstep: Class 5 contains 31538 members Mstep: Class 6 contains 4162 members Mstep: Class 7 contains 22948 members Mstep: Class 8 contains 466 members Mstep: Class 9 contains 13862 members Mstep: Class 10 contains 7394 members Mstep: Class 11 contains 5098 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7911 members Mstep: Class 15 contains 1689 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102951 members Mstep: Class 18 contains 8561 members Mstep: Class 19 contains 8372 members Mstep: Class 20 contains 2415 members Mstep: Class 21 contains 3104 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5243 members Mstep: Class 24 contains 11423 members Mstep: Class 25 contains 5175 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3488 members Mstep: Class 30 contains 34546 members Mstep: Class 31 contains 21308 members Mstep: Class 32 contains 1589 members Entering Unmasked Estep ConsiderDeletion Score: -65608236.000000 Penalty: 99971.781250 Iteration 77Q: 32 clusters Score -6.560824e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84311 members Mstep: Class 2 contains 42289 members Mstep: Class 3 contains 7752 members Mstep: Class 4 contains 3887 members Mstep: Class 5 contains 31541 members Mstep: Class 6 contains 4156 members Mstep: Class 7 contains 22949 members Mstep: Class 8 contains 467 members Mstep: Class 9 contains 13857 members Mstep: Class 10 contains 7395 members Mstep: Class 11 contains 5103 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7908 members Mstep: Class 15 contains 1689 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102955 members Mstep: Class 18 contains 8561 members Mstep: Class 19 contains 8375 members Mstep: Class 20 contains 2415 members Mstep: Class 21 contains 3104 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5243 members Mstep: Class 24 contains 11434 members Mstep: Class 25 contains 5170 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3488 members Mstep: Class 30 contains 34343 members Mstep: Class 31 contains 21308 members Mstep: Class 32 contains 1589 members Entering Unmasked Estep ConsiderDeletion Score: -65608220.000000 Penalty: 99971.781250 Iteration 78Q: 32 clusters Score -6.560822e+07 nChanged 372 Entering ConstructFrom: Score: -65608220.000000 Penalty: 99971.781250 Entering ConstructFrom: Trying to split cluster 1 (84357 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84357 members Entering Unmasked Estep Score: -12309887.000000 Penalty: 2813.017822 Iteration 0F: 2 clusters Score -1.230989e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42256 members Mstep: Class 2 contains 42101 members Entering Unmasked Estep Score: -12253272.000000 Penalty: 5626.035645 Iteration 0F: 3 clusters Score -1.225327e+07 nChanged 39743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43691 members Mstep: Class 2 contains 40666 members Entering Unmasked Estep Score: -12277430.000000 Penalty: 5626.035645 Iteration 1F: 3 clusters Score -1.227743e+07 nChanged 4623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44432 members Mstep: Class 2 contains 39925 members Entering Unmasked Estep Score: -12279838.000000 Penalty: 5626.035645 Iteration 2F: 3 clusters Score -1.227984e+07 nChanged 5070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45384 members Mstep: Class 2 contains 38973 members Entering Unmasked Estep Score: -12282684.000000 Penalty: 5626.035645 Iteration 3F: 3 clusters Score -1.228268e+07 nChanged 5580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46606 members Mstep: Class 2 contains 37751 members Entering Unmasked Estep Score: -12286123.000000 Penalty: 5626.035645 Iteration 4F: 3 clusters Score -1.228612e+07 nChanged 5631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48071 members Mstep: Class 2 contains 36286 members Entering Unmasked Estep Score: -12289721.000000 Penalty: 5626.035645 Iteration 5F: 3 clusters Score -1.228972e+07 nChanged 5169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49520 members Mstep: Class 2 contains 34837 members Entering Unmasked Estep Score: -12292982.000000 Penalty: 5626.035645 Iteration 6F: 3 clusters Score -1.229298e+07 nChanged 4453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50733 members Mstep: Class 2 contains 33624 members Entering Unmasked Estep Score: -12295423.000000 Penalty: 5626.035645 Iteration 7F: 3 clusters Score -1.229542e+07 nChanged 3504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51779 members Mstep: Class 2 contains 32578 members Entering Unmasked Estep Score: -12297142.000000 Penalty: 5626.035645 Iteration 8Q: 3 clusters Score -1.229714e+07 nChanged 2571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52666 members Mstep: Class 2 contains 31691 members Entering Unmasked Estep Score: -12298076.000000 Penalty: 5626.035645 Iteration 9Q: 3 clusters Score -1.229808e+07 nChanged 1812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53518 members Mstep: Class 2 contains 30839 members Entering Unmasked Estep Score: -12298580.000000 Penalty: 5626.035645 Iteration 10Q: 3 clusters Score -1.229858e+07 nChanged 1291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54335 members Mstep: Class 2 contains 30022 members Entering Unmasked Estep Score: -12298863.000000 Penalty: 5626.035645 Iteration 11Q: 3 clusters Score -1.229886e+07 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55176 members Mstep: Class 2 contains 29181 members Entering Unmasked Estep Score: -12299097.000000 Penalty: 5626.035645 Iteration 12Q: 3 clusters Score -1.22991e+07 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56024 members Mstep: Class 2 contains 28333 members Entering Unmasked Estep Score: -12299291.000000 Penalty: 5626.035645 Iteration 13Q: 3 clusters Score -1.229929e+07 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56899 members Mstep: Class 2 contains 27458 members Entering Unmasked Estep Score: -12299451.000000 Penalty: 5626.035645 Iteration 14Q: 3 clusters Score -1.229945e+07 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57793 members Mstep: Class 2 contains 26564 members Entering Unmasked Estep Score: -12299649.000000 Penalty: 5626.035645 Iteration 15Q: 3 clusters Score -1.229965e+07 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58745 members Mstep: Class 2 contains 25612 members Entering Unmasked Estep Score: -12299863.000000 Penalty: 5626.035645 Iteration 16Q: 3 clusters Score -1.229986e+07 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59758 members Mstep: Class 2 contains 24599 members Entering Unmasked Estep Score: -12300151.000000 Penalty: 5626.035645 Iteration 17Q: 3 clusters Score -1.230015e+07 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60791 members Mstep: Class 2 contains 23566 members Entering Unmasked Estep Score: -12300400.000000 Penalty: 5626.035645 Iteration 18Q: 3 clusters Score -1.23004e+07 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61861 members Mstep: Class 2 contains 22496 members Entering Unmasked Estep Score: -12300605.000000 Penalty: 5626.035645 Iteration 19Q: 3 clusters Score -1.23006e+07 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62929 members Mstep: Class 2 contains 21428 members Entering Unmasked Estep Score: -12300972.000000 Penalty: 5626.035645 Iteration 20F: 3 clusters Score -1.230097e+07 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64053 members Mstep: Class 2 contains 20304 members Entering Unmasked Estep Score: -12301246.000000 Penalty: 5626.035645 Iteration 21Q: 3 clusters Score -1.230125e+07 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65195 members Mstep: Class 2 contains 19162 members Entering Unmasked Estep Score: -12301552.000000 Penalty: 5626.035645 Iteration 22Q: 3 clusters Score -1.230155e+07 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66384 members Mstep: Class 2 contains 17973 members Entering Unmasked Estep Score: -12301849.000000 Penalty: 5626.035645 Iteration 23Q: 3 clusters Score -1.230185e+07 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67611 members Mstep: Class 2 contains 16746 members Entering Unmasked Estep Score: -12302231.000000 Penalty: 5626.035645 Iteration 24Q: 3 clusters Score -1.230223e+07 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68795 members Mstep: Class 2 contains 15562 members Entering Unmasked Estep Score: -12302669.000000 Penalty: 5626.035645 Iteration 25Q: 3 clusters Score -1.230267e+07 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70022 members Mstep: Class 2 contains 14335 members Entering Unmasked Estep Score: -12303053.000000 Penalty: 5626.035645 Iteration 26Q: 3 clusters Score -1.230305e+07 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71265 members Mstep: Class 2 contains 13092 members Entering Unmasked Estep Score: -12303522.000000 Penalty: 5626.035645 Iteration 27Q: 3 clusters Score -1.230352e+07 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72536 members Mstep: Class 2 contains 11821 members Entering Unmasked Estep Score: -12304000.000000 Penalty: 5626.035645 Iteration 28Q: 3 clusters Score -1.2304e+07 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73789 members Mstep: Class 2 contains 10568 members Entering Unmasked Estep Score: -12304570.000000 Penalty: 5626.035645 Iteration 29Q: 3 clusters Score -1.230457e+07 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74963 members Mstep: Class 2 contains 9394 members Entering Unmasked Estep Score: -12305055.000000 Penalty: 5626.035645 Iteration 30Q: 3 clusters Score -1.230506e+07 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76092 members Mstep: Class 2 contains 8265 members Entering Unmasked Estep Score: -12305600.000000 Penalty: 5626.035645 Iteration 31Q: 3 clusters Score -1.23056e+07 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77142 members Mstep: Class 2 contains 7215 members Entering Unmasked Estep Score: -12306108.000000 Penalty: 5626.035645 Iteration 32Q: 3 clusters Score -1.230611e+07 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78050 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -12306566.000000 Penalty: 5626.035645 Iteration 33Q: 3 clusters Score -1.230657e+07 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78822 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -12307089.000000 Penalty: 5626.035645 Iteration 34Q: 3 clusters Score -1.230709e+07 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79475 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -12307555.000000 Penalty: 5626.035645 Iteration 35Q: 3 clusters Score -1.230756e+07 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79984 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -12307853.000000 Penalty: 5626.035645 Iteration 36Q: 3 clusters Score -1.230785e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80393 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -12308116.000000 Penalty: 5626.035645 Iteration 37Q: 3 clusters Score -1.230812e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80707 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -12308228.000000 Penalty: 5626.035645 Iteration 38Q: 3 clusters Score -1.230823e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80942 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -12308324.000000 Penalty: 5626.035645 Iteration 39Q: 3 clusters Score -1.230832e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81106 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -12308379.000000 Penalty: 5626.035645 Iteration 40F: 3 clusters Score -1.230838e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81243 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -12308402.000000 Penalty: 5626.035645 Iteration 41Q: 3 clusters Score -1.23084e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81357 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -12308430.000000 Penalty: 5626.035645 Iteration 42Q: 3 clusters Score -1.230843e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81455 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -12308496.000000 Penalty: 5626.035645 Iteration 43Q: 3 clusters Score -1.23085e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81542 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -12308565.000000 Penalty: 5626.035645 Iteration 44Q: 3 clusters Score -1.230856e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81622 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -12308600.000000 Penalty: 5626.035645 Iteration 45Q: 3 clusters Score -1.23086e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81682 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -12308615.000000 Penalty: 5626.035645 Iteration 46Q: 3 clusters Score -1.230862e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81739 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -12308656.000000 Penalty: 5626.035645 Iteration 47Q: 3 clusters Score -1.230866e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81780 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -12308690.000000 Penalty: 5626.035645 Iteration 48Q: 3 clusters Score -1.230869e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81816 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -12308724.000000 Penalty: 5626.035645 Iteration 49Q: 3 clusters Score -1.230872e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81850 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -12308716.000000 Penalty: 5626.035645 Iteration 50Q: 3 clusters Score -1.230872e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81895 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -12308695.000000 Penalty: 5626.035645 Iteration 51Q: 3 clusters Score -1.23087e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81928 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -12308707.000000 Penalty: 5626.035645 Iteration 52Q: 3 clusters Score -1.230871e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81955 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -12308715.000000 Penalty: 5626.035645 Iteration 53Q: 3 clusters Score -1.230872e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81979 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -12308721.000000 Penalty: 5626.035645 Iteration 54Q: 3 clusters Score -1.230872e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81991 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -12308717.000000 Penalty: 5626.035645 Iteration 55Q: 3 clusters Score -1.230872e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82003 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -12308715.000000 Penalty: 5626.035645 Iteration 56Q: 3 clusters Score -1.230872e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82008 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -12308725.000000 Penalty: 5626.035645 Iteration 57Q: 3 clusters Score -1.230872e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82020 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -12308723.000000 Penalty: 5626.035645 Iteration 58Q: 3 clusters Score -1.230872e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82032 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -12308738.000000 Penalty: 5626.035645 Iteration 59Q: 3 clusters Score -1.230874e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82038 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -12308737.000000 Penalty: 5626.035645 Iteration 60F: 3 clusters Score -1.230874e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82047 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -12308743.000000 Penalty: 5626.035645 Iteration 61Q: 3 clusters Score -1.230874e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82051 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -12308751.000000 Penalty: 5626.035645 Iteration 62Q: 3 clusters Score -1.230875e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82056 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -12308741.000000 Penalty: 5626.035645 Iteration 63Q: 3 clusters Score -1.230874e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82063 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -12308742.000000 Penalty: 5626.035645 Iteration 64Q: 3 clusters Score -1.230874e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82069 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -12308739.000000 Penalty: 5626.035645 Iteration 65Q: 3 clusters Score -1.230874e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82075 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -12308736.000000 Penalty: 5626.035645 Iteration 66Q: 3 clusters Score -1.230874e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82083 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -12308739.000000 Penalty: 5626.035645 Iteration 67Q: 3 clusters Score -1.230874e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82085 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -12308743.000000 Penalty: 5626.035645 Iteration 68Q: 3 clusters Score -1.230874e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82090 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -12308748.000000 Penalty: 5626.035645 Iteration 69Q: 3 clusters Score -1.230875e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82102 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -12308755.000000 Penalty: 5626.035645 Iteration 70Q: 3 clusters Score -1.230876e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82114 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -12308749.000000 Penalty: 5626.035645 Iteration 71Q: 3 clusters Score -1.230875e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82119 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -12308759.000000 Penalty: 5626.035645 Iteration 72Q: 3 clusters Score -1.230876e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82125 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -12308763.000000 Penalty: 5626.035645 Iteration 73Q: 3 clusters Score -1.230876e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82133 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -12308759.000000 Penalty: 5626.035645 Iteration 74Q: 3 clusters Score -1.230876e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82137 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -12308750.000000 Penalty: 5626.035645 Iteration 75Q: 3 clusters Score -1.230875e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82144 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -12308745.000000 Penalty: 5626.035645 Iteration 76Q: 3 clusters Score -1.230874e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82151 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -12308759.000000 Penalty: 5626.035645 Iteration 77Q: 3 clusters Score -1.230876e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82156 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -12308770.000000 Penalty: 5626.035645 Iteration 78Q: 3 clusters Score -1.230877e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82162 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -12308767.000000 Penalty: 5626.035645 Iteration 79Q: 3 clusters Score -1.230877e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82165 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -12308783.000000 Penalty: 5626.035645 Iteration 80F: 3 clusters Score -1.230878e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82169 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -12308792.000000 Penalty: 5626.035645 Iteration 81Q: 3 clusters Score -1.230879e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82171 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -12308784.000000 Penalty: 5626.035645 Iteration 82Q: 3 clusters Score -1.230878e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82173 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -12308794.000000 Penalty: 5626.035645 Iteration 83Q: 3 clusters Score -1.230879e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82179 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -12308781.000000 Penalty: 5626.035645 Iteration 84Q: 3 clusters Score -1.230878e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82182 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -12308776.000000 Penalty: 5626.035645 Iteration 85Q: 3 clusters Score -1.230878e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82181 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -12308774.000000 Penalty: 5626.035645 Iteration 86Q: 3 clusters Score -1.230877e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82186 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -12308778.000000 Penalty: 5626.035645 Iteration 87Q: 3 clusters Score -1.230878e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82195 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -12308783.000000 Penalty: 5626.035645 Iteration 88Q: 3 clusters Score -1.230878e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82199 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -12308790.000000 Penalty: 5626.035645 Iteration 89Q: 3 clusters Score -1.230879e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82200 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -12308799.000000 Penalty: 5626.035645 Iteration 90Q: 3 clusters Score -1.23088e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82202 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -12308803.000000 Penalty: 5626.035645 Iteration 91Q: 3 clusters Score -1.23088e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82202 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -12308805.000000 Penalty: 5626.035645 Iteration 92Q: 3 clusters Score -1.23088e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82203 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -12308802.000000 Penalty: 5626.035645 Iteration 93Q: 3 clusters Score -1.23088e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82203 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -12308802.000000 Penalty: 5626.035645 Iteration 94F: 3 clusters Score -1.23088e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (42394 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42394 members Entering Unmasked Estep Score: -6336349.000000 Penalty: 2642.381104 Iteration 0F: 2 clusters Score -6336349 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21122 members Mstep: Class 2 contains 21272 members Entering Unmasked Estep Score: -6307577.500000 Penalty: 5284.762207 Iteration 0F: 3 clusters Score -6307578 nChanged 19531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20915 members Mstep: Class 2 contains 21479 members Entering Unmasked Estep Score: -6318465.500000 Penalty: 5284.762207 Iteration 1F: 3 clusters Score -6318466 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20811 members Mstep: Class 2 contains 21583 members Entering Unmasked Estep Score: -6319127.500000 Penalty: 5284.762207 Iteration 2Q: 3 clusters Score -6319128 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20648 members Mstep: Class 2 contains 21746 members Entering Unmasked Estep Score: -6319709.000000 Penalty: 5284.762207 Iteration 3Q: 3 clusters Score -6319709 nChanged 1813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20469 members Mstep: Class 2 contains 21925 members Entering Unmasked Estep Score: -6320343.500000 Penalty: 5284.762207 Iteration 4Q: 3 clusters Score -6320344 nChanged 1813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20264 members Mstep: Class 2 contains 22130 members Entering Unmasked Estep Score: -6321039.500000 Penalty: 5284.762207 Iteration 5Q: 3 clusters Score -6321040 nChanged 1786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19976 members Mstep: Class 2 contains 22418 members Entering Unmasked Estep Score: -6321723.500000 Penalty: 5284.762207 Iteration 6Q: 3 clusters Score -6321724 nChanged 1799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19669 members Mstep: Class 2 contains 22725 members Entering Unmasked Estep Score: -6322533.500000 Penalty: 5284.762207 Iteration 7Q: 3 clusters Score -6322534 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19347 members Mstep: Class 2 contains 23047 members Entering Unmasked Estep Score: -6323308.500000 Penalty: 5284.762207 Iteration 8Q: 3 clusters Score -6323308 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18911 members Mstep: Class 2 contains 23483 members Entering Unmasked Estep Score: -6324051.000000 Penalty: 5284.762207 Iteration 9Q: 3 clusters Score -6324051 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18355 members Mstep: Class 2 contains 24039 members Entering Unmasked Estep Score: -6324719.500000 Penalty: 5284.762207 Iteration 10Q: 3 clusters Score -6324720 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17665 members Mstep: Class 2 contains 24729 members Entering Unmasked Estep Score: -6325405.000000 Penalty: 5284.762207 Iteration 11Q: 3 clusters Score -6325405 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16763 members Mstep: Class 2 contains 25631 members Entering Unmasked Estep Score: -6326015.500000 Penalty: 5284.762207 Iteration 12Q: 3 clusters Score -6326016 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15685 members Mstep: Class 2 contains 26709 members Entering Unmasked Estep Score: -6326675.500000 Penalty: 5284.762207 Iteration 13Q: 3 clusters Score -6326676 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14372 members Mstep: Class 2 contains 28022 members Entering Unmasked Estep Score: -6327464.000000 Penalty: 5284.762207 Iteration 14Q: 3 clusters Score -6327464 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12947 members Mstep: Class 2 contains 29447 members Entering Unmasked Estep Score: -6328307.500000 Penalty: 5284.762207 Iteration 15Q: 3 clusters Score -6328308 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11360 members Mstep: Class 2 contains 31034 members Entering Unmasked Estep Score: -6329220.500000 Penalty: 5284.762207 Iteration 16Q: 3 clusters Score -6329220 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9675 members Mstep: Class 2 contains 32719 members Entering Unmasked Estep Score: -6330216.500000 Penalty: 5284.762207 Iteration 17Q: 3 clusters Score -6330216 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8064 members Mstep: Class 2 contains 34330 members Entering Unmasked Estep Score: -6331156.000000 Penalty: 5284.762207 Iteration 18Q: 3 clusters Score -6331156 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6631 members Mstep: Class 2 contains 35763 members Entering Unmasked Estep Score: -6332095.000000 Penalty: 5284.762207 Iteration 19Q: 3 clusters Score -6332095 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 36983 members Entering Unmasked Estep Score: -6332889.500000 Penalty: 5284.762207 Iteration 20F: 3 clusters Score -6332890 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 37931 members Entering Unmasked Estep Score: -6333547.500000 Penalty: 5284.762207 Iteration 21Q: 3 clusters Score -6333548 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 38621 members Entering Unmasked Estep Score: -6333960.000000 Penalty: 5284.762207 Iteration 22Q: 3 clusters Score -6333960 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 39118 members Entering Unmasked Estep Score: -6334267.000000 Penalty: 5284.762207 Iteration 23Q: 3 clusters Score -6334267 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 39512 members Entering Unmasked Estep Score: -6334461.500000 Penalty: 5284.762207 Iteration 24Q: 3 clusters Score -6334462 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 39778 members Entering Unmasked Estep Score: -6334605.000000 Penalty: 5284.762207 Iteration 25Q: 3 clusters Score -6334605 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 40010 members Entering Unmasked Estep Score: -6334731.000000 Penalty: 5284.762207 Iteration 26Q: 3 clusters Score -6334731 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 40170 members Entering Unmasked Estep Score: -6334808.500000 Penalty: 5284.762207 Iteration 27Q: 3 clusters Score -6334808 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 40296 members Entering Unmasked Estep Score: -6334883.500000 Penalty: 5284.762207 Iteration 28Q: 3 clusters Score -6334884 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 40391 members Entering Unmasked Estep Score: -6334934.000000 Penalty: 5284.762207 Iteration 29Q: 3 clusters Score -6334934 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 40474 members Entering Unmasked Estep Score: -6334975.500000 Penalty: 5284.762207 Iteration 30Q: 3 clusters Score -6334976 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 40544 members Entering Unmasked Estep Score: -6335011.500000 Penalty: 5284.762207 Iteration 31Q: 3 clusters Score -6335012 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 40606 members Entering Unmasked Estep Score: -6335031.500000 Penalty: 5284.762207 Iteration 32Q: 3 clusters Score -6335032 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 40652 members Entering Unmasked Estep Score: -6335054.000000 Penalty: 5284.762207 Iteration 33Q: 3 clusters Score -6335054 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 40684 members Entering Unmasked Estep Score: -6335068.500000 Penalty: 5284.762207 Iteration 34Q: 3 clusters Score -6335068 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 40707 members Entering Unmasked Estep Score: -6335078.000000 Penalty: 5284.762207 Iteration 35Q: 3 clusters Score -6335078 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 40732 members Entering Unmasked Estep Score: -6335086.500000 Penalty: 5284.762207 Iteration 36Q: 3 clusters Score -6335086 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 40749 members Entering Unmasked Estep Score: -6335098.500000 Penalty: 5284.762207 Iteration 37Q: 3 clusters Score -6335098 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 40758 members Entering Unmasked Estep Score: -6335098.000000 Penalty: 5284.762207 Iteration 38Q: 3 clusters Score -6335098 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 40770 members Entering Unmasked Estep Score: -6335094.500000 Penalty: 5284.762207 Iteration 39Q: 3 clusters Score -6335094 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 40780 members Entering Unmasked Estep Score: -6335101.000000 Penalty: 5284.762207 Iteration 40F: 3 clusters Score -6335101 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 40787 members Entering Unmasked Estep Score: -6335096.500000 Penalty: 5284.762207 Iteration 41Q: 3 clusters Score -6335096 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 40791 members Entering Unmasked Estep Score: -6335093.000000 Penalty: 5284.762207 Iteration 42Q: 3 clusters Score -6335093 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 40793 members Entering Unmasked Estep Score: -6335098.500000 Penalty: 5284.762207 Iteration 43Q: 3 clusters Score -6335098 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 40795 members Entering Unmasked Estep Score: -6335098.500000 Penalty: 5284.762207 Iteration 44Q: 3 clusters Score -6335098 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 40798 members Entering Unmasked Estep Score: -6335098.000000 Penalty: 5284.762207 Iteration 45Q: 3 clusters Score -6335098 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 40802 members Entering Unmasked Estep Score: -6335098.000000 Penalty: 5284.762207 Iteration 46Q: 3 clusters Score -6335098 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 40810 members Entering Unmasked Estep Score: -6335104.500000 Penalty: 5284.762207 Iteration 47Q: 3 clusters Score -6335104 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 40816 members Entering Unmasked Estep Score: -6335104.500000 Penalty: 5284.762207 Iteration 48Q: 3 clusters Score -6335104 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 40821 members Entering Unmasked Estep Score: -6335106.500000 Penalty: 5284.762207 Iteration 49Q: 3 clusters Score -6335106 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 40822 members Entering Unmasked Estep Score: -6335105.500000 Penalty: 5284.762207 Iteration 50Q: 3 clusters Score -6335106 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 40821 members Entering Unmasked Estep Score: -6335105.500000 Penalty: 5284.762207 Iteration 51Q: 3 clusters Score -6335106 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 40820 members Entering Unmasked Estep Score: -6335104.500000 Penalty: 5284.762207 Iteration 52Q: 3 clusters Score -6335104 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 40821 members Entering Unmasked Estep Score: -6335105.000000 Penalty: 5284.762207 Iteration 53Q: 3 clusters Score -6335105 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 40823 members Entering Unmasked Estep Score: -6335109.000000 Penalty: 5284.762207 Iteration 54Q: 3 clusters Score -6335109 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 40823 members Entering Unmasked Estep Score: -6335109.000000 Penalty: 5284.762207 Iteration 55F: 3 clusters Score -6335109 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Entering Unmasked Estep Score: -1055213.125000 Penalty: 2222.227783 Iteration 0F: 2 clusters Score -1055213 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -1049001.875000 Penalty: 4444.455566 Iteration 0F: 3 clusters Score -1049002 nChanged 3167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -1051185.125000 Penalty: 4444.455566 Iteration 1F: 3 clusters Score -1051185 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -1052026.625000 Penalty: 4444.455566 Iteration 2F: 3 clusters Score -1052027 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -1052822.375000 Penalty: 4444.455566 Iteration 3F: 3 clusters Score -1052822 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -1053439.875000 Penalty: 4444.455566 Iteration 4F: 3 clusters Score -1053440 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -1053856.125000 Penalty: 4444.455566 Iteration 5F: 3 clusters Score -1053856 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -1054146.125000 Penalty: 4444.455566 Iteration 6F: 3 clusters Score -1054146 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -1054401.375000 Penalty: 4444.455566 Iteration 7Q: 3 clusters Score -1054401 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5900 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -1054627.125000 Penalty: 4444.455566 Iteration 8Q: 3 clusters Score -1054627 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -1054764.375000 Penalty: 4444.455566 Iteration 9Q: 3 clusters Score -1054764 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -1054875.000000 Penalty: 4444.455566 Iteration 10Q: 3 clusters Score -1054875 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -1054967.375000 Penalty: 4444.455566 Iteration 11Q: 3 clusters Score -1054967 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -1055039.625000 Penalty: 4444.455566 Iteration 12Q: 3 clusters Score -1055040 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -1055100.750000 Penalty: 4444.455566 Iteration 13Q: 3 clusters Score -1055101 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -1055144.625000 Penalty: 4444.455566 Iteration 14Q: 3 clusters Score -1055145 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -1055182.250000 Penalty: 4444.455566 Iteration 15Q: 3 clusters Score -1055182 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -1055226.375000 Penalty: 4444.455566 Iteration 16Q: 3 clusters Score -1055226 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -1055255.875000 Penalty: 4444.455566 Iteration 17Q: 3 clusters Score -1055256 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6913 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -1055281.250000 Penalty: 4444.455566 Iteration 18Q: 3 clusters Score -1055281 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6956 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -1055299.250000 Penalty: 4444.455566 Iteration 19Q: 3 clusters Score -1055299 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -1055313.750000 Penalty: 4444.455566 Iteration 20F: 3 clusters Score -1055314 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -1055331.250000 Penalty: 4444.455566 Iteration 21Q: 3 clusters Score -1055331 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7060 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -1055348.125000 Penalty: 4444.455566 Iteration 22Q: 3 clusters Score -1055348 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7094 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -1055367.000000 Penalty: 4444.455566 Iteration 23Q: 3 clusters Score -1055367 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -1055377.750000 Penalty: 4444.455566 Iteration 24Q: 3 clusters Score -1055378 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -1055384.000000 Penalty: 4444.455566 Iteration 25Q: 3 clusters Score -1055384 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -1055391.125000 Penalty: 4444.455566 Iteration 26Q: 3 clusters Score -1055391 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -1055397.125000 Penalty: 4444.455566 Iteration 27Q: 3 clusters Score -1055397 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7179 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -1055405.375000 Penalty: 4444.455566 Iteration 28Q: 3 clusters Score -1055405 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7187 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -1055408.375000 Penalty: 4444.455566 Iteration 29Q: 3 clusters Score -1055408 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7199 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -1055414.125000 Penalty: 4444.455566 Iteration 30Q: 3 clusters Score -1055414 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7212 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -1055423.875000 Penalty: 4444.455566 Iteration 31Q: 3 clusters Score -1055424 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7227 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1055429.875000 Penalty: 4444.455566 Iteration 32Q: 3 clusters Score -1055430 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -1055434.125000 Penalty: 4444.455566 Iteration 33Q: 3 clusters Score -1055434 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7248 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -1055438.500000 Penalty: 4444.455566 Iteration 34Q: 3 clusters Score -1055438 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -1055443.000000 Penalty: 4444.455566 Iteration 35Q: 3 clusters Score -1055443 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7266 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -1055451.875000 Penalty: 4444.455566 Iteration 36Q: 3 clusters Score -1055452 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7274 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -1055452.375000 Penalty: 4444.455566 Iteration 37Q: 3 clusters Score -1055452 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7279 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -1055454.375000 Penalty: 4444.455566 Iteration 38Q: 3 clusters Score -1055454 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7282 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -1055456.500000 Penalty: 4444.455566 Iteration 39Q: 3 clusters Score -1055456 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7285 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -1055458.750000 Penalty: 4444.455566 Iteration 40F: 3 clusters Score -1055459 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7289 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -1055458.625000 Penalty: 4444.455566 Iteration 41Q: 3 clusters Score -1055459 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7291 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -1055462.250000 Penalty: 4444.455566 Iteration 42Q: 3 clusters Score -1055462 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7291 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -1055462.250000 Penalty: 4444.455566 Iteration 43F: 3 clusters Score -1055462 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84357 members Mstep: Class 2 contains 42394 members Mstep: Class 3 contains 7291 members Mstep: Class 4 contains 3881 members Mstep: Class 5 contains 31543 members Mstep: Class 6 contains 4149 members Mstep: Class 7 contains 22952 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 13853 members Mstep: Class 10 contains 7395 members Mstep: Class 11 contains 5100 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7906 members Mstep: Class 15 contains 1686 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102972 members Mstep: Class 18 contains 8560 members Mstep: Class 19 contains 8379 members Mstep: Class 20 contains 2415 members Mstep: Class 21 contains 3104 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5244 members Mstep: Class 24 contains 11441 members Mstep: Class 25 contains 5175 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3488 members Mstep: Class 29 contains 499 members Mstep: Class 30 contains 34134 members Mstep: Class 31 contains 21314 members Mstep: Class 32 contains 1589 members Entering Unmasked Estep Score: -65607484.000000 Penalty: 103196.679688 Splitting cluster 3 changes total score from -65608220.000000 to -65607484.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (3881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Entering Unmasked Estep Score: -593578.500000 Penalty: 2049.434326 Iteration 0F: 2 clusters Score -593578.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -589777.875000 Penalty: 4098.868652 Iteration 0F: 3 clusters Score -589777.9 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -590652.312500 Penalty: 4098.868652 Iteration 1F: 3 clusters Score -590652.3 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -590836.500000 Penalty: 4098.868652 Iteration 2F: 3 clusters Score -590836.5 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -590930.125000 Penalty: 4098.868652 Iteration 3Q: 3 clusters Score -590930.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -590987.812500 Penalty: 4098.868652 Iteration 4Q: 3 clusters Score -590987.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -591031.125000 Penalty: 4098.868652 Iteration 5Q: 3 clusters Score -591031.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -591068.937500 Penalty: 4098.868652 Iteration 6Q: 3 clusters Score -591068.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -591097.187500 Penalty: 4098.868652 Iteration 7Q: 3 clusters Score -591097.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -591121.187500 Penalty: 4098.868652 Iteration 8Q: 3 clusters Score -591121.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -591149.937500 Penalty: 4098.868652 Iteration 9Q: 3 clusters Score -591149.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -591178.875000 Penalty: 4098.868652 Iteration 10Q: 3 clusters Score -591178.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -591202.625000 Penalty: 4098.868652 Iteration 11Q: 3 clusters Score -591202.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -591228.875000 Penalty: 4098.868652 Iteration 12Q: 3 clusters Score -591228.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -591260.437500 Penalty: 4098.868652 Iteration 13Q: 3 clusters Score -591260.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -591313.312500 Penalty: 4098.868652 Iteration 14Q: 3 clusters Score -591313.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -591390.250000 Penalty: 4098.868652 Iteration 15Q: 3 clusters Score -591390.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -591459.750000 Penalty: 4098.868652 Iteration 16Q: 3 clusters Score -591459.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -591518.687500 Penalty: 4098.868652 Iteration 17Q: 3 clusters Score -591518.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -591574.250000 Penalty: 4098.868652 Iteration 18Q: 3 clusters Score -591574.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -591613.000000 Penalty: 4098.868652 Iteration 19Q: 3 clusters Score -591613 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -591650.312500 Penalty: 4098.868652 Iteration 20F: 3 clusters Score -591650.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -591685.437500 Penalty: 4098.868652 Iteration 21Q: 3 clusters Score -591685.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -591721.687500 Penalty: 4098.868652 Iteration 22Q: 3 clusters Score -591721.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -591760.062500 Penalty: 4098.868652 Iteration 23Q: 3 clusters Score -591760.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -591788.125000 Penalty: 4098.868652 Iteration 24Q: 3 clusters Score -591788.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -591804.875000 Penalty: 4098.868652 Iteration 25Q: 3 clusters Score -591804.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -591818.937500 Penalty: 4098.868652 Iteration 26Q: 3 clusters Score -591818.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -591827.000000 Penalty: 4098.868652 Iteration 27Q: 3 clusters Score -591827 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -591830.937500 Penalty: 4098.868652 Iteration 28Q: 3 clusters Score -591830.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -591837.000000 Penalty: 4098.868652 Iteration 29Q: 3 clusters Score -591837 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -591842.500000 Penalty: 4098.868652 Iteration 30Q: 3 clusters Score -591842.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -591851.687500 Penalty: 4098.868652 Iteration 31Q: 3 clusters Score -591851.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -591859.437500 Penalty: 4098.868652 Iteration 32Q: 3 clusters Score -591859.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -591865.437500 Penalty: 4098.868652 Iteration 33Q: 3 clusters Score -591865.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -591875.187500 Penalty: 4098.868652 Iteration 34Q: 3 clusters Score -591875.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -591881.437500 Penalty: 4098.868652 Iteration 35Q: 3 clusters Score -591881.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -591885.750000 Penalty: 4098.868652 Iteration 36Q: 3 clusters Score -591885.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -591892.500000 Penalty: 4098.868652 Iteration 37Q: 3 clusters Score -591892.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -591898.250000 Penalty: 4098.868652 Iteration 38Q: 3 clusters Score -591898.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -591901.687500 Penalty: 4098.868652 Iteration 39Q: 3 clusters Score -591901.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -591908.187500 Penalty: 4098.868652 Iteration 40F: 3 clusters Score -591908.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -591911.437500 Penalty: 4098.868652 Iteration 41Q: 3 clusters Score -591911.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -591912.375000 Penalty: 4098.868652 Iteration 42Q: 3 clusters Score -591912.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -591913.875000 Penalty: 4098.868652 Iteration 43Q: 3 clusters Score -591913.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -591914.062500 Penalty: 4098.868652 Iteration 44Q: 3 clusters Score -591914.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -591914.750000 Penalty: 4098.868652 Iteration 45Q: 3 clusters Score -591914.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -591915.062500 Penalty: 4098.868652 Iteration 46Q: 3 clusters Score -591915.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -591915.187500 Penalty: 4098.868652 Iteration 47Q: 3 clusters Score -591915.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -591917.125000 Penalty: 4098.868652 Iteration 48Q: 3 clusters Score -591917.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -591919.000000 Penalty: 4098.868652 Iteration 49Q: 3 clusters Score -591919 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -591921.437500 Penalty: 4098.868652 Iteration 50Q: 3 clusters Score -591921.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -591923.875000 Penalty: 4098.868652 Iteration 51Q: 3 clusters Score -591923.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -591924.312500 Penalty: 4098.868652 Iteration 52Q: 3 clusters Score -591924.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -591924.312500 Penalty: 4098.868652 Iteration 53F: 3 clusters Score -591924.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (31543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31543 members Entering Unmasked Estep Score: -4827920.500000 Penalty: 2569.058594 Iteration 0F: 2 clusters Score -4827920 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15613 members Mstep: Class 2 contains 15930 members Entering Unmasked Estep Score: -4806249.500000 Penalty: 5138.117188 Iteration 0F: 3 clusters Score -4806250 nChanged 14290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14591 members Mstep: Class 2 contains 16952 members Entering Unmasked Estep Score: -4814465.500000 Penalty: 5138.117188 Iteration 1F: 3 clusters Score -4814466 nChanged 1807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13858 members Mstep: Class 2 contains 17685 members Entering Unmasked Estep Score: -4815419.500000 Penalty: 5138.117188 Iteration 2F: 3 clusters Score -4815420 nChanged 2080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12778 members Mstep: Class 2 contains 18765 members Entering Unmasked Estep Score: -4816874.000000 Penalty: 5138.117188 Iteration 3F: 3 clusters Score -4816874 nChanged 2499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11281 members Mstep: Class 2 contains 20262 members Entering Unmasked Estep Score: -4818841.500000 Penalty: 5138.117188 Iteration 4F: 3 clusters Score -4818842 nChanged 2661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9578 members Mstep: Class 2 contains 21965 members Entering Unmasked Estep Score: -4821088.000000 Penalty: 5138.117188 Iteration 5F: 3 clusters Score -4821088 nChanged 2313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8035 members Mstep: Class 2 contains 23508 members Entering Unmasked Estep Score: -4823002.000000 Penalty: 5138.117188 Iteration 6F: 3 clusters Score -4823002 nChanged 1627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6940 members Mstep: Class 2 contains 24603 members Entering Unmasked Estep Score: -4824498.000000 Penalty: 5138.117188 Iteration 7F: 3 clusters Score -4824498 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Mstep: Class 2 contains 25359 members Entering Unmasked Estep Score: -4825890.000000 Penalty: 5138.117188 Iteration 8Q: 3 clusters Score -4825890 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 25873 members Entering Unmasked Estep Score: -4826712.500000 Penalty: 5138.117188 Iteration 9Q: 3 clusters Score -4826712 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 26283 members Entering Unmasked Estep Score: -4827111.000000 Penalty: 5138.117188 Iteration 10Q: 3 clusters Score -4827111 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 26566 members Entering Unmasked Estep Score: -4827274.500000 Penalty: 5138.117188 Iteration 11Q: 3 clusters Score -4827274 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 26745 members Entering Unmasked Estep Score: -4827346.500000 Penalty: 5138.117188 Iteration 12Q: 3 clusters Score -4827346 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 26872 members Entering Unmasked Estep Score: -4827395.000000 Penalty: 5138.117188 Iteration 13Q: 3 clusters Score -4827395 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 26959 members Entering Unmasked Estep Score: -4827413.500000 Penalty: 5138.117188 Iteration 14Q: 3 clusters Score -4827414 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 27015 members Entering Unmasked Estep Score: -4827424.500000 Penalty: 5138.117188 Iteration 15Q: 3 clusters Score -4827424 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 27060 members Entering Unmasked Estep Score: -4827432.000000 Penalty: 5138.117188 Iteration 16Q: 3 clusters Score -4827432 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 27094 members Entering Unmasked Estep Score: -4827441.500000 Penalty: 5138.117188 Iteration 17Q: 3 clusters Score -4827442 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 27128 members Entering Unmasked Estep Score: -4827453.000000 Penalty: 5138.117188 Iteration 18Q: 3 clusters Score -4827453 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 27149 members Entering Unmasked Estep Score: -4827452.500000 Penalty: 5138.117188 Iteration 19Q: 3 clusters Score -4827452 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 27166 members Entering Unmasked Estep Score: -4827447.000000 Penalty: 5138.117188 Iteration 20F: 3 clusters Score -4827447 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 27180 members Entering Unmasked Estep Score: -4827445.000000 Penalty: 5138.117188 Iteration 21Q: 3 clusters Score -4827445 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 27186 members Entering Unmasked Estep Score: -4827445.500000 Penalty: 5138.117188 Iteration 22Q: 3 clusters Score -4827446 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 27193 members Entering Unmasked Estep Score: -4827450.000000 Penalty: 5138.117188 Iteration 23Q: 3 clusters Score -4827450 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 27197 members Entering Unmasked Estep Score: -4827456.000000 Penalty: 5138.117188 Iteration 24Q: 3 clusters Score -4827456 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 27202 members Entering Unmasked Estep Score: -4827454.500000 Penalty: 5138.117188 Iteration 25Q: 3 clusters Score -4827454 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 27204 members Entering Unmasked Estep Score: -4827460.500000 Penalty: 5138.117188 Iteration 26Q: 3 clusters Score -4827460 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 27207 members Entering Unmasked Estep Score: -4827459.000000 Penalty: 5138.117188 Iteration 27Q: 3 clusters Score -4827459 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 27210 members Entering Unmasked Estep Score: -4827456.000000 Penalty: 5138.117188 Iteration 28Q: 3 clusters Score -4827456 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 27213 members Entering Unmasked Estep Score: -4827454.500000 Penalty: 5138.117188 Iteration 29Q: 3 clusters Score -4827454 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 27217 members Entering Unmasked Estep Score: -4827458.500000 Penalty: 5138.117188 Iteration 30Q: 3 clusters Score -4827458 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 27218 members Entering Unmasked Estep Score: -4827461.000000 Penalty: 5138.117188 Iteration 31Q: 3 clusters Score -4827461 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 27219 members Entering Unmasked Estep Score: -4827457.000000 Penalty: 5138.117188 Iteration 32Q: 3 clusters Score -4827457 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 27221 members Entering Unmasked Estep Score: -4827457.000000 Penalty: 5138.117188 Iteration 33Q: 3 clusters Score -4827457 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 27222 members Entering Unmasked Estep Score: -4827456.500000 Penalty: 5138.117188 Iteration 34Q: 3 clusters Score -4827456 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 27223 members Entering Unmasked Estep Score: -4827461.000000 Penalty: 5138.117188 Iteration 35Q: 3 clusters Score -4827461 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 27223 members Entering Unmasked Estep Score: -4827461.000000 Penalty: 5138.117188 Iteration 36F: 3 clusters Score -4827461 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Entering Unmasked Estep Score: -594415.625000 Penalty: 2065.994385 Iteration 0F: 2 clusters Score -594415.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -590491.250000 Penalty: 4131.988770 Iteration 0F: 3 clusters Score -590491.2 nChanged 1568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -591777.937500 Penalty: 4131.988770 Iteration 1F: 3 clusters Score -591777.9 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -592484.000000 Penalty: 4131.988770 Iteration 2F: 3 clusters Score -592484 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -592967.562500 Penalty: 4131.988770 Iteration 3F: 3 clusters Score -592967.6 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -593258.750000 Penalty: 4131.988770 Iteration 4F: 3 clusters Score -593258.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -593433.312500 Penalty: 4131.988770 Iteration 5Q: 3 clusters Score -593433.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -593519.937500 Penalty: 4131.988770 Iteration 6Q: 3 clusters Score -593519.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -593579.562500 Penalty: 4131.988770 Iteration 7Q: 3 clusters Score -593579.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -593624.562500 Penalty: 4131.988770 Iteration 8Q: 3 clusters Score -593624.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -593670.125000 Penalty: 4131.988770 Iteration 9Q: 3 clusters Score -593670.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -593709.812500 Penalty: 4131.988770 Iteration 10Q: 3 clusters Score -593709.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -593755.625000 Penalty: 4131.988770 Iteration 11Q: 3 clusters Score -593755.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -593803.562500 Penalty: 4131.988770 Iteration 12Q: 3 clusters Score -593803.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -593847.062500 Penalty: 4131.988770 Iteration 13Q: 3 clusters Score -593847.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -593903.937500 Penalty: 4131.988770 Iteration 14Q: 3 clusters Score -593903.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -593987.312500 Penalty: 4131.988770 Iteration 15Q: 3 clusters Score -593987.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -594061.750000 Penalty: 4131.988770 Iteration 16Q: 3 clusters Score -594061.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -594132.000000 Penalty: 4131.988770 Iteration 17Q: 3 clusters Score -594132 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -594194.562500 Penalty: 4131.988770 Iteration 18Q: 3 clusters Score -594194.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -594238.625000 Penalty: 4131.988770 Iteration 19Q: 3 clusters Score -594238.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -594274.875000 Penalty: 4131.988770 Iteration 20F: 3 clusters Score -594274.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -594292.500000 Penalty: 4131.988770 Iteration 21Q: 3 clusters Score -594292.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -594305.125000 Penalty: 4131.988770 Iteration 22Q: 3 clusters Score -594305.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -594316.750000 Penalty: 4131.988770 Iteration 23Q: 3 clusters Score -594316.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -594327.000000 Penalty: 4131.988770 Iteration 24Q: 3 clusters Score -594327 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -594334.625000 Penalty: 4131.988770 Iteration 25Q: 3 clusters Score -594334.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -594342.500000 Penalty: 4131.988770 Iteration 26Q: 3 clusters Score -594342.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -594349.812500 Penalty: 4131.988770 Iteration 27Q: 3 clusters Score -594349.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -594356.562500 Penalty: 4131.988770 Iteration 28Q: 3 clusters Score -594356.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -594361.437500 Penalty: 4131.988770 Iteration 29Q: 3 clusters Score -594361.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -594365.500000 Penalty: 4131.988770 Iteration 30Q: 3 clusters Score -594365.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -594371.187500 Penalty: 4131.988770 Iteration 31Q: 3 clusters Score -594371.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -594376.000000 Penalty: 4131.988770 Iteration 32Q: 3 clusters Score -594376 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -594377.937500 Penalty: 4131.988770 Iteration 33Q: 3 clusters Score -594377.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -594379.000000 Penalty: 4131.988770 Iteration 34Q: 3 clusters Score -594379 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -594379.812500 Penalty: 4131.988770 Iteration 35Q: 3 clusters Score -594379.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -594381.062500 Penalty: 4131.988770 Iteration 36Q: 3 clusters Score -594381.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -594381.750000 Penalty: 4131.988770 Iteration 37Q: 3 clusters Score -594381.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -594382.125000 Penalty: 4131.988770 Iteration 38Q: 3 clusters Score -594382.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -594384.250000 Penalty: 4131.988770 Iteration 39Q: 3 clusters Score -594384.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -594389.000000 Penalty: 4131.988770 Iteration 40F: 3 clusters Score -594389 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -594391.125000 Penalty: 4131.988770 Iteration 41Q: 3 clusters Score -594391.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -594393.187500 Penalty: 4131.988770 Iteration 42Q: 3 clusters Score -594393.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -594395.687500 Penalty: 4131.988770 Iteration 43Q: 3 clusters Score -594395.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -594395.937500 Penalty: 4131.988770 Iteration 44Q: 3 clusters Score -594395.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -594397.437500 Penalty: 4131.988770 Iteration 45Q: 3 clusters Score -594397.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -594398.937500 Penalty: 4131.988770 Iteration 46Q: 3 clusters Score -594398.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -594398.625000 Penalty: 4131.988770 Iteration 47Q: 3 clusters Score -594398.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -594399.875000 Penalty: 4131.988770 Iteration 48Q: 3 clusters Score -594399.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -594399.875000 Penalty: 4131.988770 Iteration 49F: 3 clusters Score -594399.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (22952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22952 members Entering Unmasked Estep Score: -3583434.250000 Penalty: 2490.207764 Iteration 0F: 2 clusters Score -3583434 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 11448 members Entering Unmasked Estep Score: -3567495.000000 Penalty: 4980.415527 Iteration 0F: 3 clusters Score -3567495 nChanged 10190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11434 members Mstep: Class 2 contains 11518 members Entering Unmasked Estep Score: -3573094.500000 Penalty: 4980.415527 Iteration 1F: 3 clusters Score -3573094 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11318 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -3573624.500000 Penalty: 4980.415527 Iteration 2F: 3 clusters Score -3573624 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11178 members Mstep: Class 2 contains 11774 members Entering Unmasked Estep Score: -3574034.000000 Penalty: 4980.415527 Iteration 3Q: 3 clusters Score -3574034 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11045 members Mstep: Class 2 contains 11907 members Entering Unmasked Estep Score: -3574368.750000 Penalty: 4980.415527 Iteration 4Q: 3 clusters Score -3574369 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10962 members Mstep: Class 2 contains 11990 members Entering Unmasked Estep Score: -3574653.250000 Penalty: 4980.415527 Iteration 5Q: 3 clusters Score -3574653 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10851 members Mstep: Class 2 contains 12101 members Entering Unmasked Estep Score: -3574871.750000 Penalty: 4980.415527 Iteration 6Q: 3 clusters Score -3574872 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10688 members Mstep: Class 2 contains 12264 members Entering Unmasked Estep Score: -3575054.250000 Penalty: 4980.415527 Iteration 7Q: 3 clusters Score -3575054 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10472 members Mstep: Class 2 contains 12480 members Entering Unmasked Estep Score: -3575256.000000 Penalty: 4980.415527 Iteration 8Q: 3 clusters Score -3575256 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 12738 members Entering Unmasked Estep Score: -3575475.250000 Penalty: 4980.415527 Iteration 9Q: 3 clusters Score -3575475 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9908 members Mstep: Class 2 contains 13044 members Entering Unmasked Estep Score: -3575708.000000 Penalty: 4980.415527 Iteration 10Q: 3 clusters Score -3575708 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9528 members Mstep: Class 2 contains 13424 members Entering Unmasked Estep Score: -3575957.250000 Penalty: 4980.415527 Iteration 11Q: 3 clusters Score -3575957 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9052 members Mstep: Class 2 contains 13900 members Entering Unmasked Estep Score: -3576235.500000 Penalty: 4980.415527 Iteration 12Q: 3 clusters Score -3576236 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8492 members Mstep: Class 2 contains 14460 members Entering Unmasked Estep Score: -3576537.750000 Penalty: 4980.415527 Iteration 13Q: 3 clusters Score -3576538 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7932 members Mstep: Class 2 contains 15020 members Entering Unmasked Estep Score: -3576851.500000 Penalty: 4980.415527 Iteration 14Q: 3 clusters Score -3576852 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7301 members Mstep: Class 2 contains 15651 members Entering Unmasked Estep Score: -3577155.750000 Penalty: 4980.415527 Iteration 15Q: 3 clusters Score -3577156 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 16314 members Entering Unmasked Estep Score: -3577442.500000 Penalty: 4980.415527 Iteration 16Q: 3 clusters Score -3577442 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 16953 members Entering Unmasked Estep Score: -3577705.500000 Penalty: 4980.415527 Iteration 17Q: 3 clusters Score -3577706 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 17598 members Entering Unmasked Estep Score: -3578013.250000 Penalty: 4980.415527 Iteration 18Q: 3 clusters Score -3578013 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 18259 members Entering Unmasked Estep Score: -3578323.750000 Penalty: 4980.415527 Iteration 19Q: 3 clusters Score -3578324 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 18868 members Entering Unmasked Estep Score: -3578613.750000 Penalty: 4980.415527 Iteration 20F: 3 clusters Score -3578614 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 19477 members Entering Unmasked Estep Score: -3578970.500000 Penalty: 4980.415527 Iteration 21Q: 3 clusters Score -3578970 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 20101 members Entering Unmasked Estep Score: -3579390.500000 Penalty: 4980.415527 Iteration 22Q: 3 clusters Score -3579390 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 20698 members Entering Unmasked Estep Score: -3579783.000000 Penalty: 4980.415527 Iteration 23Q: 3 clusters Score -3579783 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 21214 members Entering Unmasked Estep Score: -3580161.500000 Penalty: 4980.415527 Iteration 24Q: 3 clusters Score -3580162 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 21630 members Entering Unmasked Estep Score: -3580498.500000 Penalty: 4980.415527 Iteration 25Q: 3 clusters Score -3580498 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 21898 members Entering Unmasked Estep Score: -3580720.250000 Penalty: 4980.415527 Iteration 26Q: 3 clusters Score -3580720 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 22091 members Entering Unmasked Estep Score: -3580896.500000 Penalty: 4980.415527 Iteration 27Q: 3 clusters Score -3580896 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 22218 members Entering Unmasked Estep Score: -3581011.750000 Penalty: 4980.415527 Iteration 28Q: 3 clusters Score -3581012 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 22291 members Entering Unmasked Estep Score: -3581069.750000 Penalty: 4980.415527 Iteration 29Q: 3 clusters Score -3581070 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 22350 members Entering Unmasked Estep Score: -3581124.750000 Penalty: 4980.415527 Iteration 30Q: 3 clusters Score -3581125 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 22388 members Entering Unmasked Estep Score: -3581180.750000 Penalty: 4980.415527 Iteration 31Q: 3 clusters Score -3581181 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 22429 members Entering Unmasked Estep Score: -3581216.750000 Penalty: 4980.415527 Iteration 32Q: 3 clusters Score -3581217 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 22452 members Entering Unmasked Estep Score: -3581250.000000 Penalty: 4980.415527 Iteration 33Q: 3 clusters Score -3581250 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 22466 members Entering Unmasked Estep Score: -3581269.500000 Penalty: 4980.415527 Iteration 34Q: 3 clusters Score -3581270 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 22479 members Entering Unmasked Estep Score: -3581288.250000 Penalty: 4980.415527 Iteration 35Q: 3 clusters Score -3581288 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 22494 members Entering Unmasked Estep Score: -3581303.000000 Penalty: 4980.415527 Iteration 36Q: 3 clusters Score -3581303 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 22501 members Entering Unmasked Estep Score: -3581309.250000 Penalty: 4980.415527 Iteration 37Q: 3 clusters Score -3581309 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 22507 members Entering Unmasked Estep Score: -3581311.500000 Penalty: 4980.415527 Iteration 38Q: 3 clusters Score -3581312 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 22511 members Entering Unmasked Estep Score: -3581320.500000 Penalty: 4980.415527 Iteration 39Q: 3 clusters Score -3581320 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 22518 members Entering Unmasked Estep Score: -3581321.750000 Penalty: 4980.415527 Iteration 40F: 3 clusters Score -3581322 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 22521 members Entering Unmasked Estep Score: -3581329.000000 Penalty: 4980.415527 Iteration 41Q: 3 clusters Score -3581329 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 22524 members Entering Unmasked Estep Score: -3581334.000000 Penalty: 4980.415527 Iteration 42Q: 3 clusters Score -3581334 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 22528 members Entering Unmasked Estep Score: -3581340.750000 Penalty: 4980.415527 Iteration 43Q: 3 clusters Score -3581341 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 22533 members Entering Unmasked Estep Score: -3581346.250000 Penalty: 4980.415527 Iteration 44Q: 3 clusters Score -3581346 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 22534 members Entering Unmasked Estep Score: -3581350.750000 Penalty: 4980.415527 Iteration 45Q: 3 clusters Score -3581351 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 22534 members Entering Unmasked Estep Score: -3581350.750000 Penalty: 4980.415527 Iteration 46F: 3 clusters Score -3581351 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (468 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Entering Unmasked Estep Score: -55561.722656 Penalty: 1524.820190 Iteration 0F: 2 clusters Score -55561.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -54295.003906 Penalty: 3049.640381 Iteration 0F: 3 clusters Score -54295 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -54538.527344 Penalty: 3049.640381 Iteration 1F: 3 clusters Score -54538.53 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -54654.308594 Penalty: 3049.640381 Iteration 2F: 3 clusters Score -54654.31 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -54704.980469 Penalty: 3049.640381 Iteration 3Q: 3 clusters Score -54704.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -54745.855469 Penalty: 3049.640381 Iteration 4Q: 3 clusters Score -54745.86 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -54828.597656 Penalty: 3049.640381 Iteration 5Q: 3 clusters Score -54828.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -54868.218750 Penalty: 3049.640381 Iteration 6Q: 3 clusters Score -54868.22 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -54900.839844 Penalty: 3049.640381 Iteration 7Q: 3 clusters Score -54900.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -54968.875000 Penalty: 3049.640381 Iteration 8Q: 3 clusters Score -54968.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -55037.558594 Penalty: 3049.640381 Iteration 9Q: 3 clusters Score -55037.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -55062.953125 Penalty: 3049.640381 Iteration 10Q: 3 clusters Score -55062.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -55091.492188 Penalty: 3049.640381 Iteration 11Q: 3 clusters Score -55091.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -55111.460938 Penalty: 3049.640381 Iteration 12Q: 3 clusters Score -55111.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -55117.152344 Penalty: 3049.640381 Iteration 13Q: 3 clusters Score -55117.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -55126.085938 Penalty: 3049.640381 Iteration 14Q: 3 clusters Score -55126.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -55128.179688 Penalty: 3049.640381 Iteration 15Q: 3 clusters Score -55128.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -55130.812500 Penalty: 3049.640381 Iteration 16Q: 3 clusters Score -55130.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -55133.265625 Penalty: 3049.640381 Iteration 17Q: 3 clusters Score -55133.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -55133.265625 Penalty: 3049.640381 Iteration 18F: 3 clusters Score -55133.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (13853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13853 members Entering Unmasked Estep Score: -1949962.500000 Penalty: 2364.991699 Iteration 0F: 2 clusters Score -1949962 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6805 members Mstep: Class 2 contains 7048 members Entering Unmasked Estep Score: -1939771.250000 Penalty: 4729.983398 Iteration 0F: 3 clusters Score -1939771 nChanged 5986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 7456 members Entering Unmasked Estep Score: -1943272.125000 Penalty: 4729.983398 Iteration 1F: 3 clusters Score -1943272 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -1943972.750000 Penalty: 4729.983398 Iteration 2F: 3 clusters Score -1943973 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6000 members Mstep: Class 2 contains 7853 members Entering Unmasked Estep Score: -1944661.625000 Penalty: 4729.983398 Iteration 3F: 3 clusters Score -1944662 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 8057 members Entering Unmasked Estep Score: -1945334.125000 Penalty: 4729.983398 Iteration 4F: 3 clusters Score -1945334 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 8238 members Entering Unmasked Estep Score: -1945960.375000 Penalty: 4729.983398 Iteration 5F: 3 clusters Score -1945960 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 8362 members Entering Unmasked Estep Score: -1946474.125000 Penalty: 4729.983398 Iteration 6F: 3 clusters Score -1946474 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 8535 members Entering Unmasked Estep Score: -1946802.875000 Penalty: 4729.983398 Iteration 7Q: 3 clusters Score -1946803 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 8720 members Entering Unmasked Estep Score: -1947047.000000 Penalty: 4729.983398 Iteration 8Q: 3 clusters Score -1947047 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 8890 members Entering Unmasked Estep Score: -1947226.500000 Penalty: 4729.983398 Iteration 9Q: 3 clusters Score -1947226 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 9034 members Entering Unmasked Estep Score: -1947364.375000 Penalty: 4729.983398 Iteration 10Q: 3 clusters Score -1947364 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 9172 members Entering Unmasked Estep Score: -1947480.750000 Penalty: 4729.983398 Iteration 11Q: 3 clusters Score -1947481 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 9307 members Entering Unmasked Estep Score: -1947594.875000 Penalty: 4729.983398 Iteration 12Q: 3 clusters Score -1947595 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 9426 members Entering Unmasked Estep Score: -1947695.000000 Penalty: 4729.983398 Iteration 13Q: 3 clusters Score -1947695 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 9538 members Entering Unmasked Estep Score: -1947798.875000 Penalty: 4729.983398 Iteration 14Q: 3 clusters Score -1947799 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 9652 members Entering Unmasked Estep Score: -1947890.000000 Penalty: 4729.983398 Iteration 15Q: 3 clusters Score -1947890 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 9759 members Entering Unmasked Estep Score: -1947976.875000 Penalty: 4729.983398 Iteration 16Q: 3 clusters Score -1947977 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 9865 members Entering Unmasked Estep Score: -1948036.000000 Penalty: 4729.983398 Iteration 17Q: 3 clusters Score -1948036 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 9952 members Entering Unmasked Estep Score: -1948091.625000 Penalty: 4729.983398 Iteration 18Q: 3 clusters Score -1948092 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 10033 members Entering Unmasked Estep Score: -1948143.750000 Penalty: 4729.983398 Iteration 19Q: 3 clusters Score -1948144 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 10117 members Entering Unmasked Estep Score: -1948195.125000 Penalty: 4729.983398 Iteration 20F: 3 clusters Score -1948195 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 10180 members Entering Unmasked Estep Score: -1948230.375000 Penalty: 4729.983398 Iteration 21Q: 3 clusters Score -1948230 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 10242 members Entering Unmasked Estep Score: -1948255.750000 Penalty: 4729.983398 Iteration 22Q: 3 clusters Score -1948256 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 10291 members Entering Unmasked Estep Score: -1948265.000000 Penalty: 4729.983398 Iteration 23Q: 3 clusters Score -1948265 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 10342 members Entering Unmasked Estep Score: -1948287.375000 Penalty: 4729.983398 Iteration 24Q: 3 clusters Score -1948287 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 10385 members Entering Unmasked Estep Score: -1948310.500000 Penalty: 4729.983398 Iteration 25Q: 3 clusters Score -1948310 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 10424 members Entering Unmasked Estep Score: -1948330.250000 Penalty: 4729.983398 Iteration 26Q: 3 clusters Score -1948330 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 10455 members Entering Unmasked Estep Score: -1948339.000000 Penalty: 4729.983398 Iteration 27Q: 3 clusters Score -1948339 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 10486 members Entering Unmasked Estep Score: -1948351.625000 Penalty: 4729.983398 Iteration 28Q: 3 clusters Score -1948352 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 10508 members Entering Unmasked Estep Score: -1948356.750000 Penalty: 4729.983398 Iteration 29Q: 3 clusters Score -1948357 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 10521 members Entering Unmasked Estep Score: -1948359.000000 Penalty: 4729.983398 Iteration 30Q: 3 clusters Score -1948359 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 10527 members Entering Unmasked Estep Score: -1948360.250000 Penalty: 4729.983398 Iteration 31Q: 3 clusters Score -1948360 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 10528 members Entering Unmasked Estep Score: -1948366.875000 Penalty: 4729.983398 Iteration 32Q: 3 clusters Score -1948367 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 10530 members Entering Unmasked Estep Score: -1948370.625000 Penalty: 4729.983398 Iteration 33Q: 3 clusters Score -1948371 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 10533 members Entering Unmasked Estep Score: -1948372.875000 Penalty: 4729.983398 Iteration 34Q: 3 clusters Score -1948373 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 10534 members Entering Unmasked Estep Score: -1948373.250000 Penalty: 4729.983398 Iteration 35Q: 3 clusters Score -1948373 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 10533 members Entering Unmasked Estep Score: -1948372.375000 Penalty: 4729.983398 Iteration 36Q: 3 clusters Score -1948372 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 10535 members Entering Unmasked Estep Score: -1948373.625000 Penalty: 4729.983398 Iteration 37Q: 3 clusters Score -1948374 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 10539 members Entering Unmasked Estep Score: -1948370.875000 Penalty: 4729.983398 Iteration 38Q: 3 clusters Score -1948371 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 10544 members Entering Unmasked Estep Score: -1948376.000000 Penalty: 4729.983398 Iteration 39Q: 3 clusters Score -1948376 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 10550 members Entering Unmasked Estep Score: -1948377.625000 Penalty: 4729.983398 Iteration 40F: 3 clusters Score -1948378 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 10554 members Entering Unmasked Estep Score: -1948381.250000 Penalty: 4729.983398 Iteration 41Q: 3 clusters Score -1948381 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 10557 members Entering Unmasked Estep Score: -1948376.125000 Penalty: 4729.983398 Iteration 42Q: 3 clusters Score -1948376 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 10561 members Entering Unmasked Estep Score: -1948380.000000 Penalty: 4729.983398 Iteration 43Q: 3 clusters Score -1948380 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 10565 members Entering Unmasked Estep Score: -1948378.375000 Penalty: 4729.983398 Iteration 44Q: 3 clusters Score -1948378 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 10570 members Entering Unmasked Estep Score: -1948375.250000 Penalty: 4729.983398 Iteration 45Q: 3 clusters Score -1948375 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 10575 members Entering Unmasked Estep Score: -1948380.000000 Penalty: 4729.983398 Iteration 46Q: 3 clusters Score -1948380 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 10584 members Entering Unmasked Estep Score: -1948380.875000 Penalty: 4729.983398 Iteration 47Q: 3 clusters Score -1948381 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 10584 members Entering Unmasked Estep Score: -1948379.250000 Penalty: 4729.983398 Iteration 48Q: 3 clusters Score -1948379 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 10588 members Entering Unmasked Estep Score: -1948382.000000 Penalty: 4729.983398 Iteration 49Q: 3 clusters Score -1948382 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 10591 members Entering Unmasked Estep Score: -1948381.500000 Penalty: 4729.983398 Iteration 50Q: 3 clusters Score -1948382 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 10590 members Entering Unmasked Estep Score: -1948383.000000 Penalty: 4729.983398 Iteration 51Q: 3 clusters Score -1948383 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 10590 members Entering Unmasked Estep Score: -1948383.000000 Penalty: 4729.983398 Iteration 52F: 3 clusters Score -1948383 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (7395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7395 members Entering Unmasked Estep Score: -1114931.125000 Penalty: 2209.322754 Iteration 0F: 2 clusters Score -1114931 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -1108960.750000 Penalty: 4418.645508 Iteration 0F: 3 clusters Score -1108961 nChanged 2935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -1110553.875000 Penalty: 4418.645508 Iteration 1F: 3 clusters Score -1110554 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -1110827.250000 Penalty: 4418.645508 Iteration 2F: 3 clusters Score -1110827 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -1111015.125000 Penalty: 4418.645508 Iteration 3Q: 3 clusters Score -1111015 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -1111188.750000 Penalty: 4418.645508 Iteration 4Q: 3 clusters Score -1111189 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -1111357.750000 Penalty: 4418.645508 Iteration 5Q: 3 clusters Score -1111358 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -1111561.875000 Penalty: 4418.645508 Iteration 6Q: 3 clusters Score -1111562 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -1111759.000000 Penalty: 4418.645508 Iteration 7Q: 3 clusters Score -1111759 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -1111947.500000 Penalty: 4418.645508 Iteration 8Q: 3 clusters Score -1111948 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -1112135.750000 Penalty: 4418.645508 Iteration 9Q: 3 clusters Score -1112136 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -1112279.375000 Penalty: 4418.645508 Iteration 10Q: 3 clusters Score -1112279 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -1112399.500000 Penalty: 4418.645508 Iteration 11Q: 3 clusters Score -1112400 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -1112501.500000 Penalty: 4418.645508 Iteration 12Q: 3 clusters Score -1112502 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -1112585.250000 Penalty: 4418.645508 Iteration 13Q: 3 clusters Score -1112585 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -1112646.750000 Penalty: 4418.645508 Iteration 14Q: 3 clusters Score -1112647 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -1112697.000000 Penalty: 4418.645508 Iteration 15Q: 3 clusters Score -1112697 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -1112738.250000 Penalty: 4418.645508 Iteration 16Q: 3 clusters Score -1112738 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -1112783.625000 Penalty: 4418.645508 Iteration 17Q: 3 clusters Score -1112784 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -1112828.750000 Penalty: 4418.645508 Iteration 18Q: 3 clusters Score -1112829 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -1112860.000000 Penalty: 4418.645508 Iteration 19Q: 3 clusters Score -1112860 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -1112882.875000 Penalty: 4418.645508 Iteration 20F: 3 clusters Score -1112883 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -1112911.000000 Penalty: 4418.645508 Iteration 21Q: 3 clusters Score -1112911 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -1112933.750000 Penalty: 4418.645508 Iteration 22Q: 3 clusters Score -1112934 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6235 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -1112960.000000 Penalty: 4418.645508 Iteration 23Q: 3 clusters Score -1112960 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1112992.500000 Penalty: 4418.645508 Iteration 24Q: 3 clusters Score -1112992 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6318 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -1113011.750000 Penalty: 4418.645508 Iteration 25Q: 3 clusters Score -1113012 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6343 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1113024.750000 Penalty: 4418.645508 Iteration 26Q: 3 clusters Score -1113025 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -1113031.250000 Penalty: 4418.645508 Iteration 27Q: 3 clusters Score -1113031 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -1113043.625000 Penalty: 4418.645508 Iteration 28Q: 3 clusters Score -1113044 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6387 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -1113053.875000 Penalty: 4418.645508 Iteration 29Q: 3 clusters Score -1113054 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -1113060.875000 Penalty: 4418.645508 Iteration 30Q: 3 clusters Score -1113061 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -1113065.875000 Penalty: 4418.645508 Iteration 31Q: 3 clusters Score -1113066 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -1113076.500000 Penalty: 4418.645508 Iteration 32Q: 3 clusters Score -1113076 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -1113083.875000 Penalty: 4418.645508 Iteration 33Q: 3 clusters Score -1113084 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -1113091.000000 Penalty: 4418.645508 Iteration 34Q: 3 clusters Score -1113091 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -1113095.750000 Penalty: 4418.645508 Iteration 35Q: 3 clusters Score -1113096 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6468 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -1113098.375000 Penalty: 4418.645508 Iteration 36Q: 3 clusters Score -1113098 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -1113103.000000 Penalty: 4418.645508 Iteration 37Q: 3 clusters Score -1113103 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -1113111.375000 Penalty: 4418.645508 Iteration 38Q: 3 clusters Score -1113111 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -1113118.250000 Penalty: 4418.645508 Iteration 39Q: 3 clusters Score -1113118 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -1113123.000000 Penalty: 4418.645508 Iteration 40F: 3 clusters Score -1113123 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1113129.500000 Penalty: 4418.645508 Iteration 41Q: 3 clusters Score -1113130 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -1113131.000000 Penalty: 4418.645508 Iteration 42Q: 3 clusters Score -1113131 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -1113133.125000 Penalty: 4418.645508 Iteration 43Q: 3 clusters Score -1113133 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1113138.000000 Penalty: 4418.645508 Iteration 44Q: 3 clusters Score -1113138 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6536 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1113143.000000 Penalty: 4418.645508 Iteration 45Q: 3 clusters Score -1113143 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6542 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -1113148.000000 Penalty: 4418.645508 Iteration 46Q: 3 clusters Score -1113148 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6548 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -1113153.625000 Penalty: 4418.645508 Iteration 47Q: 3 clusters Score -1113154 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1113157.000000 Penalty: 4418.645508 Iteration 48Q: 3 clusters Score -1113157 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -1113158.625000 Penalty: 4418.645508 Iteration 49Q: 3 clusters Score -1113159 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -1113163.625000 Penalty: 4418.645508 Iteration 50Q: 3 clusters Score -1113164 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -1113168.875000 Penalty: 4418.645508 Iteration 51Q: 3 clusters Score -1113169 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -1113172.625000 Penalty: 4418.645508 Iteration 52Q: 3 clusters Score -1113173 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1113176.375000 Penalty: 4418.645508 Iteration 53Q: 3 clusters Score -1113176 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -1113177.125000 Penalty: 4418.645508 Iteration 54Q: 3 clusters Score -1113177 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -1113178.500000 Penalty: 4418.645508 Iteration 55Q: 3 clusters Score -1113178 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -1113178.000000 Penalty: 4418.645508 Iteration 56Q: 3 clusters Score -1113178 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -1113178.000000 Penalty: 4418.645508 Iteration 57F: 3 clusters Score -1113178 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5100 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Entering Unmasked Estep Score: -775390.812500 Penalty: 2117.175049 Iteration 0F: 2 clusters Score -775390.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -770797.187500 Penalty: 4234.350098 Iteration 0F: 3 clusters Score -770797.2 nChanged 1963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -771966.000000 Penalty: 4234.350098 Iteration 1F: 3 clusters Score -771966 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -772307.500000 Penalty: 4234.350098 Iteration 2F: 3 clusters Score -772307.5 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -772565.125000 Penalty: 4234.350098 Iteration 3F: 3 clusters Score -772565.1 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -772771.250000 Penalty: 4234.350098 Iteration 4F: 3 clusters Score -772771.2 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -772951.125000 Penalty: 4234.350098 Iteration 5Q: 3 clusters Score -772951.1 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -773113.937500 Penalty: 4234.350098 Iteration 6Q: 3 clusters Score -773113.9 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -773258.500000 Penalty: 4234.350098 Iteration 7Q: 3 clusters Score -773258.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -773381.250000 Penalty: 4234.350098 Iteration 8Q: 3 clusters Score -773381.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -773510.437500 Penalty: 4234.350098 Iteration 9Q: 3 clusters Score -773510.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -773634.250000 Penalty: 4234.350098 Iteration 10Q: 3 clusters Score -773634.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -773767.062500 Penalty: 4234.350098 Iteration 11Q: 3 clusters Score -773767.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -773851.187500 Penalty: 4234.350098 Iteration 12Q: 3 clusters Score -773851.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -773910.750000 Penalty: 4234.350098 Iteration 13Q: 3 clusters Score -773910.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -773954.875000 Penalty: 4234.350098 Iteration 14Q: 3 clusters Score -773954.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -773980.250000 Penalty: 4234.350098 Iteration 15Q: 3 clusters Score -773980.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -774003.687500 Penalty: 4234.350098 Iteration 16Q: 3 clusters Score -774003.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -774024.687500 Penalty: 4234.350098 Iteration 17Q: 3 clusters Score -774024.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -774044.875000 Penalty: 4234.350098 Iteration 18Q: 3 clusters Score -774044.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -774058.000000 Penalty: 4234.350098 Iteration 19Q: 3 clusters Score -774058 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -774069.625000 Penalty: 4234.350098 Iteration 20F: 3 clusters Score -774069.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -774077.437500 Penalty: 4234.350098 Iteration 21Q: 3 clusters Score -774077.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -774085.250000 Penalty: 4234.350098 Iteration 22Q: 3 clusters Score -774085.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -774089.000000 Penalty: 4234.350098 Iteration 23Q: 3 clusters Score -774089 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -774090.812500 Penalty: 4234.350098 Iteration 24Q: 3 clusters Score -774090.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -774093.937500 Penalty: 4234.350098 Iteration 25Q: 3 clusters Score -774093.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -774094.437500 Penalty: 4234.350098 Iteration 26Q: 3 clusters Score -774094.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -774094.875000 Penalty: 4234.350098 Iteration 27Q: 3 clusters Score -774094.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -774097.812500 Penalty: 4234.350098 Iteration 28Q: 3 clusters Score -774097.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -774098.687500 Penalty: 4234.350098 Iteration 29Q: 3 clusters Score -774098.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -774102.312500 Penalty: 4234.350098 Iteration 30Q: 3 clusters Score -774102.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -774105.125000 Penalty: 4234.350098 Iteration 31Q: 3 clusters Score -774105.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -774107.937500 Penalty: 4234.350098 Iteration 32Q: 3 clusters Score -774107.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -774112.562500 Penalty: 4234.350098 Iteration 33Q: 3 clusters Score -774112.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -774116.812500 Penalty: 4234.350098 Iteration 34Q: 3 clusters Score -774116.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -774121.250000 Penalty: 4234.350098 Iteration 35Q: 3 clusters Score -774121.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -774121.750000 Penalty: 4234.350098 Iteration 36Q: 3 clusters Score -774121.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -774123.187500 Penalty: 4234.350098 Iteration 37Q: 3 clusters Score -774123.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -774123.187500 Penalty: 4234.350098 Iteration 38F: 3 clusters Score -774123.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Entering Unmasked Estep Score: -63009.675781 Penalty: 1512.879150 Iteration 0F: 2 clusters Score -63009.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -61588.308594 Penalty: 3025.758301 Iteration 0F: 3 clusters Score -61588.31 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -61737.363281 Penalty: 3025.758301 Iteration 1F: 3 clusters Score -61737.36 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -61794.269531 Penalty: 3025.758301 Iteration 2F: 3 clusters Score -61794.27 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -61835.457031 Penalty: 3025.758301 Iteration 3Q: 3 clusters Score -61835.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -61853.031250 Penalty: 3025.758301 Iteration 4Q: 3 clusters Score -61853.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -61875.003906 Penalty: 3025.758301 Iteration 5Q: 3 clusters Score -61875 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -61894.535156 Penalty: 3025.758301 Iteration 6Q: 3 clusters Score -61894.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -61898.992188 Penalty: 3025.758301 Iteration 7Q: 3 clusters Score -61898.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -61907.855469 Penalty: 3025.758301 Iteration 8Q: 3 clusters Score -61907.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -61920.718750 Penalty: 3025.758301 Iteration 9Q: 3 clusters Score -61920.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -61938.902344 Penalty: 3025.758301 Iteration 10Q: 3 clusters Score -61938.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -61951.105469 Penalty: 3025.758301 Iteration 11Q: 3 clusters Score -61951.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -61971.574219 Penalty: 3025.758301 Iteration 12Q: 3 clusters Score -61971.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -61984.210938 Penalty: 3025.758301 Iteration 13Q: 3 clusters Score -61984.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -62019.843750 Penalty: 3025.758301 Iteration 14Q: 3 clusters Score -62019.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -62027.886719 Penalty: 3025.758301 Iteration 15Q: 3 clusters Score -62027.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -62039.789062 Penalty: 3025.758301 Iteration 16Q: 3 clusters Score -62039.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -62055.222656 Penalty: 3025.758301 Iteration 17Q: 3 clusters Score -62055.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -62058.687500 Penalty: 3025.758301 Iteration 18Q: 3 clusters Score -62058.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -62061.429688 Penalty: 3025.758301 Iteration 19Q: 3 clusters Score -62061.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -62061.429688 Penalty: 3025.758301 Iteration 20F: 3 clusters Score -62061.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Entering Unmasked Estep Score: -35534.394531 Penalty: 1385.637695 Iteration 0F: 2 clusters Score -35534.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -34348.492188 Penalty: 2771.275391 Iteration 0F: 3 clusters Score -34348.49 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -34506.589844 Penalty: 2771.275391 Iteration 1F: 3 clusters Score -34506.59 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -34617.339844 Penalty: 2771.275391 Iteration 2F: 3 clusters Score -34617.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -34651.507812 Penalty: 2771.275391 Iteration 3Q: 3 clusters Score -34651.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -34695.367188 Penalty: 2771.275391 Iteration 4Q: 3 clusters Score -34695.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -34758.957031 Penalty: 2771.275391 Iteration 5Q: 3 clusters Score -34758.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -34833.250000 Penalty: 2771.275391 Iteration 6Q: 3 clusters Score -34833.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -34869.582031 Penalty: 2771.275391 Iteration 7Q: 3 clusters Score -34869.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -34879.398438 Penalty: 2771.275391 Iteration 8Q: 3 clusters Score -34879.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -34888.574219 Penalty: 2771.275391 Iteration 9Q: 3 clusters Score -34888.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -34888.574219 Penalty: 2771.275391 Iteration 10F: 3 clusters Score -34888.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (7906 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7906 members Entering Unmasked Estep Score: -1149733.125000 Penalty: 2225.893555 Iteration 0F: 2 clusters Score -1149733 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -1143436.750000 Penalty: 4451.787109 Iteration 0F: 3 clusters Score -1143437 nChanged 3168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -1145182.500000 Penalty: 4451.787109 Iteration 1F: 3 clusters Score -1145182 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -1145490.000000 Penalty: 4451.787109 Iteration 2F: 3 clusters Score -1145490 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -1145746.750000 Penalty: 4451.787109 Iteration 3F: 3 clusters Score -1145747 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -1146002.750000 Penalty: 4451.787109 Iteration 4Q: 3 clusters Score -1146003 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -1146297.500000 Penalty: 4451.787109 Iteration 5Q: 3 clusters Score -1146298 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -1146676.750000 Penalty: 4451.787109 Iteration 6Q: 3 clusters Score -1146677 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -1147149.625000 Penalty: 4451.787109 Iteration 7F: 3 clusters Score -1147150 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -1147761.375000 Penalty: 4451.787109 Iteration 8F: 3 clusters Score -1147761 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -1148393.750000 Penalty: 4451.787109 Iteration 9F: 3 clusters Score -1148394 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -1148926.500000 Penalty: 4451.787109 Iteration 10F: 3 clusters Score -1148926 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -1149316.250000 Penalty: 4451.787109 Iteration 11Q: 3 clusters Score -1149316 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -1149554.750000 Penalty: 4451.787109 Iteration 12Q: 3 clusters Score -1149555 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -1149699.500000 Penalty: 4451.787109 Iteration 13Q: 3 clusters Score -1149700 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -1149754.250000 Penalty: 4451.787109 Iteration 14Q: 3 clusters Score -1149754 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -1149788.750000 Penalty: 4451.787109 Iteration 15Q: 3 clusters Score -1149789 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -1149808.000000 Penalty: 4451.787109 Iteration 16Q: 3 clusters Score -1149808 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -1149822.875000 Penalty: 4451.787109 Iteration 17Q: 3 clusters Score -1149823 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -1149835.500000 Penalty: 4451.787109 Iteration 18Q: 3 clusters Score -1149836 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -1149848.500000 Penalty: 4451.787109 Iteration 19Q: 3 clusters Score -1149848 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -1149864.250000 Penalty: 4451.787109 Iteration 20F: 3 clusters Score -1149864 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -1149878.500000 Penalty: 4451.787109 Iteration 21Q: 3 clusters Score -1149878 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -1149883.000000 Penalty: 4451.787109 Iteration 22Q: 3 clusters Score -1149883 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -1149892.875000 Penalty: 4451.787109 Iteration 23Q: 3 clusters Score -1149893 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -1149897.000000 Penalty: 4451.787109 Iteration 24Q: 3 clusters Score -1149897 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -1149903.875000 Penalty: 4451.787109 Iteration 25Q: 3 clusters Score -1149904 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -1149904.625000 Penalty: 4451.787109 Iteration 26Q: 3 clusters Score -1149905 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -1149907.250000 Penalty: 4451.787109 Iteration 27Q: 3 clusters Score -1149907 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -1149907.125000 Penalty: 4451.787109 Iteration 28Q: 3 clusters Score -1149907 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -1149907.750000 Penalty: 4451.787109 Iteration 29Q: 3 clusters Score -1149908 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -1149907.750000 Penalty: 4451.787109 Iteration 30F: 3 clusters Score -1149908 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84357 members Mstep: Class 2 contains 42394 members Mstep: Class 3 contains 7790 members Mstep: Class 4 contains 3881 members Mstep: Class 5 contains 31543 members Mstep: Class 6 contains 4149 members Mstep: Class 7 contains 22952 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 13853 members Mstep: Class 10 contains 7395 members Mstep: Class 11 contains 5100 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 4281 members Mstep: Class 15 contains 1686 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102972 members Mstep: Class 18 contains 8560 members Mstep: Class 19 contains 8379 members Mstep: Class 20 contains 2415 members Mstep: Class 21 contains 3104 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5244 members Mstep: Class 24 contains 11441 members Mstep: Class 25 contains 5175 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3488 members Mstep: Class 29 contains 3625 members Mstep: Class 30 contains 34134 members Mstep: Class 31 contains 21314 members Mstep: Class 32 contains 1589 members Entering Unmasked Estep Score: -65607456.000000 Penalty: 103196.679688 Splitting cluster 14 changes total score from -65608220.000000 to -65607456.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (1686 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Entering Unmasked Estep Score: -229149.265625 Penalty: 1842.668335 Iteration 0F: 2 clusters Score -229149.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -226869.734375 Penalty: 3685.336670 Iteration 0F: 3 clusters Score -226869.7 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -227457.906250 Penalty: 3685.336670 Iteration 1F: 3 clusters Score -227457.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -227734.625000 Penalty: 3685.336670 Iteration 2F: 3 clusters Score -227734.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -227939.031250 Penalty: 3685.336670 Iteration 3F: 3 clusters Score -227939 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -228063.468750 Penalty: 3685.336670 Iteration 4F: 3 clusters Score -228063.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -228132.328125 Penalty: 3685.336670 Iteration 5Q: 3 clusters Score -228132.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -228160.656250 Penalty: 3685.336670 Iteration 6Q: 3 clusters Score -228160.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -228174.484375 Penalty: 3685.336670 Iteration 7Q: 3 clusters Score -228174.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -228190.328125 Penalty: 3685.336670 Iteration 8Q: 3 clusters Score -228190.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -228213.781250 Penalty: 3685.336670 Iteration 9Q: 3 clusters Score -228213.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -228246.562500 Penalty: 3685.336670 Iteration 10Q: 3 clusters Score -228246.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -228278.593750 Penalty: 3685.336670 Iteration 11Q: 3 clusters Score -228278.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -228308.031250 Penalty: 3685.336670 Iteration 12Q: 3 clusters Score -228308 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -228328.687500 Penalty: 3685.336670 Iteration 13Q: 3 clusters Score -228328.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -228347.656250 Penalty: 3685.336670 Iteration 14Q: 3 clusters Score -228347.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -228367.062500 Penalty: 3685.336670 Iteration 15Q: 3 clusters Score -228367.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -228383.468750 Penalty: 3685.336670 Iteration 16Q: 3 clusters Score -228383.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -228412.859375 Penalty: 3685.336670 Iteration 17Q: 3 clusters Score -228412.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -228439.328125 Penalty: 3685.336670 Iteration 18Q: 3 clusters Score -228439.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -228462.562500 Penalty: 3685.336670 Iteration 19Q: 3 clusters Score -228462.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -228477.312500 Penalty: 3685.336670 Iteration 20F: 3 clusters Score -228477.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -228486.140625 Penalty: 3685.336670 Iteration 21Q: 3 clusters Score -228486.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -228499.484375 Penalty: 3685.336670 Iteration 22Q: 3 clusters Score -228499.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -228525.218750 Penalty: 3685.336670 Iteration 23Q: 3 clusters Score -228525.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -228535.812500 Penalty: 3685.336670 Iteration 24Q: 3 clusters Score -228535.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -228537.406250 Penalty: 3685.336670 Iteration 25Q: 3 clusters Score -228537.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -228540.406250 Penalty: 3685.336670 Iteration 26Q: 3 clusters Score -228540.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -228546.156250 Penalty: 3685.336670 Iteration 27Q: 3 clusters Score -228546.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -228550.625000 Penalty: 3685.336670 Iteration 28Q: 3 clusters Score -228550.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -228555.125000 Penalty: 3685.336670 Iteration 29Q: 3 clusters Score -228555.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -228561.328125 Penalty: 3685.336670 Iteration 30Q: 3 clusters Score -228561.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -228565.656250 Penalty: 3685.336670 Iteration 31Q: 3 clusters Score -228565.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -228572.671875 Penalty: 3685.336670 Iteration 32Q: 3 clusters Score -228572.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -228580.437500 Penalty: 3685.336670 Iteration 33Q: 3 clusters Score -228580.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -228591.390625 Penalty: 3685.336670 Iteration 34Q: 3 clusters Score -228591.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -228598.375000 Penalty: 3685.336670 Iteration 35Q: 3 clusters Score -228598.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -228607.328125 Penalty: 3685.336670 Iteration 36Q: 3 clusters Score -228607.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -228618.937500 Penalty: 3685.336670 Iteration 37Q: 3 clusters Score -228618.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -228630.078125 Penalty: 3685.336670 Iteration 38Q: 3 clusters Score -228630.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -228642.515625 Penalty: 3685.336670 Iteration 39Q: 3 clusters Score -228642.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -228677.015625 Penalty: 3685.336670 Iteration 40F: 3 clusters Score -228677 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -228730.906250 Penalty: 3685.336670 Iteration 41Q: 3 clusters Score -228730.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -228787.859375 Penalty: 3685.336670 Iteration 42Q: 3 clusters Score -228787.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -228832.156250 Penalty: 3685.336670 Iteration 43Q: 3 clusters Score -228832.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -228861.875000 Penalty: 3685.336670 Iteration 44Q: 3 clusters Score -228861.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -228901.656250 Penalty: 3685.336670 Iteration 45Q: 3 clusters Score -228901.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -228929.640625 Penalty: 3685.336670 Iteration 46Q: 3 clusters Score -228929.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -228949.000000 Penalty: 3685.336670 Iteration 47Q: 3 clusters Score -228949 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -228954.578125 Penalty: 3685.336670 Iteration 48Q: 3 clusters Score -228954.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -228956.703125 Penalty: 3685.336670 Iteration 49Q: 3 clusters Score -228956.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -228958.593750 Penalty: 3685.336670 Iteration 50Q: 3 clusters Score -228958.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -228958.593750 Penalty: 3685.336670 Iteration 51F: 3 clusters Score -228958.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Entering Unmasked Estep Score: -38510.097656 Penalty: 1404.414185 Iteration 0F: 2 clusters Score -38510.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -37337.089844 Penalty: 2808.828369 Iteration 0F: 3 clusters Score -37337.09 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -37521.578125 Penalty: 2808.828369 Iteration 1F: 3 clusters Score -37521.58 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -37609.175781 Penalty: 2808.828369 Iteration 2F: 3 clusters Score -37609.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -37656.867188 Penalty: 2808.828369 Iteration 3Q: 3 clusters Score -37656.87 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -37723.527344 Penalty: 2808.828369 Iteration 4Q: 3 clusters Score -37723.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -37736.734375 Penalty: 2808.828369 Iteration 5Q: 3 clusters Score -37736.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -37736.734375 Penalty: 2808.828369 Iteration 6F: 3 clusters Score -37736.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (102972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102972 members Entering Unmasked Estep Score: -15957322.000000 Penalty: 2862.468750 Iteration 0F: 2 clusters Score -1.595732e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51346 members Mstep: Class 2 contains 51626 members Entering Unmasked Estep Score: -15892073.000000 Penalty: 5724.937500 Iteration 0F: 3 clusters Score -1.589207e+07 nChanged 48820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48752 members Mstep: Class 2 contains 54220 members Entering Unmasked Estep Score: -15920425.000000 Penalty: 5724.937500 Iteration 1F: 3 clusters Score -1.592042e+07 nChanged 3652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47144 members Mstep: Class 2 contains 55828 members Entering Unmasked Estep Score: -15921420.000000 Penalty: 5724.937500 Iteration 2Q: 3 clusters Score -1.592142e+07 nChanged 4072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44808 members Mstep: Class 2 contains 58164 members Entering Unmasked Estep Score: -15922783.000000 Penalty: 5724.937500 Iteration 3Q: 3 clusters Score -1.592278e+07 nChanged 4643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41505 members Mstep: Class 2 contains 61467 members Entering Unmasked Estep Score: -15924600.000000 Penalty: 5724.937500 Iteration 4Q: 3 clusters Score -1.59246e+07 nChanged 5364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37075 members Mstep: Class 2 contains 65897 members Entering Unmasked Estep Score: -15927223.000000 Penalty: 5724.937500 Iteration 5F: 3 clusters Score -1.592722e+07 nChanged 6332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31297 members Mstep: Class 2 contains 71675 members Entering Unmasked Estep Score: -15931278.000000 Penalty: 5724.937500 Iteration 6F: 3 clusters Score -1.593128e+07 nChanged 7139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24484 members Mstep: Class 2 contains 78488 members Entering Unmasked Estep Score: -15936912.000000 Penalty: 5724.937500 Iteration 7F: 3 clusters Score -1.593691e+07 nChanged 7398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17344 members Mstep: Class 2 contains 85628 members Entering Unmasked Estep Score: -15943370.000000 Penalty: 5724.937500 Iteration 8F: 3 clusters Score -1.594337e+07 nChanged 6733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10727 members Mstep: Class 2 contains 92245 members Entering Unmasked Estep Score: -15948930.000000 Penalty: 5724.937500 Iteration 9F: 3 clusters Score -1.594893e+07 nChanged 4933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 97088 members Entering Unmasked Estep Score: -15952355.000000 Penalty: 5724.937500 Iteration 10Q: 3 clusters Score -1.595236e+07 nChanged 2804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 99856 members Entering Unmasked Estep Score: -15954085.000000 Penalty: 5724.937500 Iteration 11Q: 3 clusters Score -1.595408e+07 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 101141 members Entering Unmasked Estep Score: -15954753.000000 Penalty: 5724.937500 Iteration 12Q: 3 clusters Score -1.595475e+07 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 101678 members Entering Unmasked Estep Score: -15955020.000000 Penalty: 5724.937500 Iteration 13Q: 3 clusters Score -1.595502e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 101904 members Entering Unmasked Estep Score: -15955118.000000 Penalty: 5724.937500 Iteration 14Q: 3 clusters Score -1.595512e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 102014 members Entering Unmasked Estep Score: -15955183.000000 Penalty: 5724.937500 Iteration 15Q: 3 clusters Score -1.595518e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 102073 members Entering Unmasked Estep Score: -15955223.000000 Penalty: 5724.937500 Iteration 16Q: 3 clusters Score -1.595522e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 102103 members Entering Unmasked Estep Score: -15955271.000000 Penalty: 5724.937500 Iteration 17Q: 3 clusters Score -1.595527e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 102130 members Entering Unmasked Estep Score: -15955304.000000 Penalty: 5724.937500 Iteration 18Q: 3 clusters Score -1.59553e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 102147 members Entering Unmasked Estep Score: -15955348.000000 Penalty: 5724.937500 Iteration 19Q: 3 clusters Score -1.595535e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 102149 members Entering Unmasked Estep Score: -15955363.000000 Penalty: 5724.937500 Iteration 20F: 3 clusters Score -1.595536e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 102158 members Entering Unmasked Estep Score: -15955392.000000 Penalty: 5724.937500 Iteration 21Q: 3 clusters Score -1.595539e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 102163 members Entering Unmasked Estep Score: -15955389.000000 Penalty: 5724.937500 Iteration 22Q: 3 clusters Score -1.595539e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 102160 members Entering Unmasked Estep Score: -15955408.000000 Penalty: 5724.937500 Iteration 23Q: 3 clusters Score -1.595541e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 102157 members Entering Unmasked Estep Score: -15955421.000000 Penalty: 5724.937500 Iteration 24Q: 3 clusters Score -1.595542e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 102157 members Entering Unmasked Estep Score: -15955426.000000 Penalty: 5724.937500 Iteration 25Q: 3 clusters Score -1.595543e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 102153 members Entering Unmasked Estep Score: -15955435.000000 Penalty: 5724.937500 Iteration 26Q: 3 clusters Score -1.595544e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 102147 members Entering Unmasked Estep Score: -15955440.000000 Penalty: 5724.937500 Iteration 27Q: 3 clusters Score -1.595544e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 102144 members Entering Unmasked Estep Score: -15955450.000000 Penalty: 5724.937500 Iteration 28Q: 3 clusters Score -1.595545e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 102144 members Entering Unmasked Estep Score: -15955442.000000 Penalty: 5724.937500 Iteration 29Q: 3 clusters Score -1.595544e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 102142 members Entering Unmasked Estep Score: -15955439.000000 Penalty: 5724.937500 Iteration 30Q: 3 clusters Score -1.595544e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 102141 members Entering Unmasked Estep Score: -15955444.000000 Penalty: 5724.937500 Iteration 31Q: 3 clusters Score -1.595544e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 102140 members Entering Unmasked Estep Score: -15955443.000000 Penalty: 5724.937500 Iteration 32Q: 3 clusters Score -1.595544e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 102141 members Entering Unmasked Estep Score: -15955440.000000 Penalty: 5724.937500 Iteration 33Q: 3 clusters Score -1.595544e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 102141 members Entering Unmasked Estep Score: -15955440.000000 Penalty: 5724.937500 Iteration 34F: 3 clusters Score -1.595544e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (8560 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Entering Unmasked Estep Score: -1318395.125000 Penalty: 2245.604004 Iteration 0F: 2 clusters Score -1318395 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -1311632.000000 Penalty: 4491.208008 Iteration 0F: 3 clusters Score -1311632 nChanged 3558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -1313914.000000 Penalty: 4491.208008 Iteration 1F: 3 clusters Score -1313914 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -1314655.500000 Penalty: 4491.208008 Iteration 2F: 3 clusters Score -1314656 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -1315550.500000 Penalty: 4491.208008 Iteration 3F: 3 clusters Score -1315550 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -1316497.625000 Penalty: 4491.208008 Iteration 4F: 3 clusters Score -1316498 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -1317079.625000 Penalty: 4491.208008 Iteration 5F: 3 clusters Score -1317080 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -1317410.000000 Penalty: 4491.208008 Iteration 6Q: 3 clusters Score -1317410 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -1317596.500000 Penalty: 4491.208008 Iteration 7Q: 3 clusters Score -1317596 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -1317692.250000 Penalty: 4491.208008 Iteration 8Q: 3 clusters Score -1317692 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -1317761.125000 Penalty: 4491.208008 Iteration 9Q: 3 clusters Score -1317761 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -1317795.750000 Penalty: 4491.208008 Iteration 10Q: 3 clusters Score -1317796 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -1317822.125000 Penalty: 4491.208008 Iteration 11Q: 3 clusters Score -1317822 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -1317847.625000 Penalty: 4491.208008 Iteration 12Q: 3 clusters Score -1317848 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -1317860.250000 Penalty: 4491.208008 Iteration 13Q: 3 clusters Score -1317860 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -1317874.125000 Penalty: 4491.208008 Iteration 14Q: 3 clusters Score -1317874 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -1317878.750000 Penalty: 4491.208008 Iteration 15Q: 3 clusters Score -1317879 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -1317884.375000 Penalty: 4491.208008 Iteration 16Q: 3 clusters Score -1317884 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -1317886.625000 Penalty: 4491.208008 Iteration 17Q: 3 clusters Score -1317887 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -1317894.375000 Penalty: 4491.208008 Iteration 18Q: 3 clusters Score -1317894 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -1317900.250000 Penalty: 4491.208008 Iteration 19Q: 3 clusters Score -1317900 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1317910.750000 Penalty: 4491.208008 Iteration 20F: 3 clusters Score -1317911 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -1317917.750000 Penalty: 4491.208008 Iteration 21Q: 3 clusters Score -1317918 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -1317922.750000 Penalty: 4491.208008 Iteration 22Q: 3 clusters Score -1317923 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -1317932.500000 Penalty: 4491.208008 Iteration 23Q: 3 clusters Score -1317932 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -1317941.250000 Penalty: 4491.208008 Iteration 24Q: 3 clusters Score -1317941 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -1317950.875000 Penalty: 4491.208008 Iteration 25Q: 3 clusters Score -1317951 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -1317963.750000 Penalty: 4491.208008 Iteration 26Q: 3 clusters Score -1317964 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -1317980.500000 Penalty: 4491.208008 Iteration 27Q: 3 clusters Score -1317980 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -1318002.000000 Penalty: 4491.208008 Iteration 28Q: 3 clusters Score -1318002 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -1318033.625000 Penalty: 4491.208008 Iteration 29Q: 3 clusters Score -1318034 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -1318093.625000 Penalty: 4491.208008 Iteration 30Q: 3 clusters Score -1318094 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -1318190.750000 Penalty: 4491.208008 Iteration 31Q: 3 clusters Score -1318191 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -1318325.500000 Penalty: 4491.208008 Iteration 32Q: 3 clusters Score -1318326 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -1318480.375000 Penalty: 4491.208008 Iteration 33Q: 3 clusters Score -1318480 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -1318627.375000 Penalty: 4491.208008 Iteration 34Q: 3 clusters Score -1318627 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -1318756.625000 Penalty: 4491.208008 Iteration 35Q: 3 clusters Score -1318757 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -1318834.500000 Penalty: 4491.208008 Iteration 36Q: 3 clusters Score -1318834 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -1318908.625000 Penalty: 4491.208008 Iteration 37Q: 3 clusters Score -1318909 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -1318980.750000 Penalty: 4491.208008 Iteration 38Q: 3 clusters Score -1318981 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -1319078.750000 Penalty: 4491.208008 Iteration 39Q: 3 clusters Score -1319079 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -1319170.000000 Penalty: 4491.208008 Iteration 40F: 3 clusters Score -1319170 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -1319269.125000 Penalty: 4491.208008 Iteration 41Q: 3 clusters Score -1319269 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -1319394.500000 Penalty: 4491.208008 Iteration 42Q: 3 clusters Score -1319394 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -1319475.500000 Penalty: 4491.208008 Iteration 43Q: 3 clusters Score -1319476 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -1319504.500000 Penalty: 4491.208008 Iteration 44Q: 3 clusters Score -1319504 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -1319515.375000 Penalty: 4491.208008 Iteration 45Q: 3 clusters Score -1319515 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -1319517.875000 Penalty: 4491.208008 Iteration 46Q: 3 clusters Score -1319518 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -1319521.125000 Penalty: 4491.208008 Iteration 47Q: 3 clusters Score -1319521 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -1319521.125000 Penalty: 4491.208008 Iteration 48Q: 3 clusters Score -1319521 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -1319520.250000 Penalty: 4491.208008 Iteration 49Q: 3 clusters Score -1319520 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -1319521.875000 Penalty: 4491.208008 Iteration 50Q: 3 clusters Score -1319522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -1319521.875000 Penalty: 4491.208008 Iteration 51F: 3 clusters Score -1319522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84357 members Mstep: Class 2 contains 42394 members Mstep: Class 3 contains 7790 members Mstep: Class 4 contains 3881 members Mstep: Class 5 contains 31543 members Mstep: Class 6 contains 4149 members Mstep: Class 7 contains 22952 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 13853 members Mstep: Class 10 contains 7395 members Mstep: Class 11 contains 5100 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7906 members Mstep: Class 15 contains 1686 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102972 members Mstep: Class 18 contains 2904 members Mstep: Class 19 contains 8379 members Mstep: Class 20 contains 2415 members Mstep: Class 21 contains 3104 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5244 members Mstep: Class 24 contains 11441 members Mstep: Class 25 contains 5175 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3488 members Mstep: Class 29 contains 5656 members Mstep: Class 30 contains 34134 members Mstep: Class 31 contains 21314 members Mstep: Class 32 contains 1589 members Entering Unmasked Estep Score: -65608404.000000 Penalty: 103196.679688 Splitting cluster 18 changes total score from -65608220.000000 to -65608404.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 19 (8379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8379 members Entering Unmasked Estep Score: -1269093.625000 Penalty: 2240.303955 Iteration 0F: 2 clusters Score -1269094 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -1262448.750000 Penalty: 4480.607910 Iteration 0F: 3 clusters Score -1262449 nChanged 3490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -1264406.250000 Penalty: 4480.607910 Iteration 1F: 3 clusters Score -1264406 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -1264742.750000 Penalty: 4480.607910 Iteration 2F: 3 clusters Score -1264743 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -1265009.000000 Penalty: 4480.607910 Iteration 3F: 3 clusters Score -1265009 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -1265232.125000 Penalty: 4480.607910 Iteration 4Q: 3 clusters Score -1265232 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -1265456.625000 Penalty: 4480.607910 Iteration 5Q: 3 clusters Score -1265457 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -1265726.000000 Penalty: 4480.607910 Iteration 6Q: 3 clusters Score -1265726 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -1266123.250000 Penalty: 4480.607910 Iteration 7F: 3 clusters Score -1266123 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -1266575.500000 Penalty: 4480.607910 Iteration 8F: 3 clusters Score -1266576 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6392 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -1267036.875000 Penalty: 4480.607910 Iteration 9F: 3 clusters Score -1267037 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -1267424.375000 Penalty: 4480.607910 Iteration 10Q: 3 clusters Score -1267424 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -1267731.750000 Penalty: 4480.607910 Iteration 11Q: 3 clusters Score -1267732 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -1267986.375000 Penalty: 4480.607910 Iteration 12Q: 3 clusters Score -1267986 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -1268200.750000 Penalty: 4480.607910 Iteration 13Q: 3 clusters Score -1268201 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -1268309.000000 Penalty: 4480.607910 Iteration 14Q: 3 clusters Score -1268309 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -1268368.375000 Penalty: 4480.607910 Iteration 15Q: 3 clusters Score -1268368 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -1268396.375000 Penalty: 4480.607910 Iteration 16Q: 3 clusters Score -1268396 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -1268413.500000 Penalty: 4480.607910 Iteration 17Q: 3 clusters Score -1268414 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -1268425.875000 Penalty: 4480.607910 Iteration 18Q: 3 clusters Score -1268426 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -1268432.250000 Penalty: 4480.607910 Iteration 19Q: 3 clusters Score -1268432 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6428 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -1268438.125000 Penalty: 4480.607910 Iteration 20F: 3 clusters Score -1268438 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -1268447.625000 Penalty: 4480.607910 Iteration 21Q: 3 clusters Score -1268448 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -1268451.125000 Penalty: 4480.607910 Iteration 22Q: 3 clusters Score -1268451 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -1268455.250000 Penalty: 4480.607910 Iteration 23Q: 3 clusters Score -1268455 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -1268461.000000 Penalty: 4480.607910 Iteration 24Q: 3 clusters Score -1268461 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6401 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -1268462.625000 Penalty: 4480.607910 Iteration 25Q: 3 clusters Score -1268463 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -1268464.000000 Penalty: 4480.607910 Iteration 26Q: 3 clusters Score -1268464 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6396 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -1268465.125000 Penalty: 4480.607910 Iteration 27Q: 3 clusters Score -1268465 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -1268466.625000 Penalty: 4480.607910 Iteration 28Q: 3 clusters Score -1268467 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6386 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -1268467.625000 Penalty: 4480.607910 Iteration 29Q: 3 clusters Score -1268468 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -1268468.625000 Penalty: 4480.607910 Iteration 30Q: 3 clusters Score -1268469 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -1268473.000000 Penalty: 4480.607910 Iteration 31Q: 3 clusters Score -1268473 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6378 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -1268473.625000 Penalty: 4480.607910 Iteration 32Q: 3 clusters Score -1268474 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -1268474.500000 Penalty: 4480.607910 Iteration 33Q: 3 clusters Score -1268474 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -1268474.375000 Penalty: 4480.607910 Iteration 34Q: 3 clusters Score -1268474 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -1268474.000000 Penalty: 4480.607910 Iteration 35Q: 3 clusters Score -1268474 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6369 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -1268473.625000 Penalty: 4480.607910 Iteration 36Q: 3 clusters Score -1268474 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -1268475.000000 Penalty: 4480.607910 Iteration 37Q: 3 clusters Score -1268475 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -1268474.500000 Penalty: 4480.607910 Iteration 38Q: 3 clusters Score -1268474 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -1268474.625000 Penalty: 4480.607910 Iteration 39Q: 3 clusters Score -1268475 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -1268474.625000 Penalty: 4480.607910 Iteration 40F: 3 clusters Score -1268475 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Entering Unmasked Estep Score: -344703.625000 Penalty: 1931.784668 Iteration 0F: 2 clusters Score -344703.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -341855.500000 Penalty: 3863.569336 Iteration 0F: 3 clusters Score -341855.5 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -342545.906250 Penalty: 3863.569336 Iteration 1F: 3 clusters Score -342545.9 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -342848.781250 Penalty: 3863.569336 Iteration 2F: 3 clusters Score -342848.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -343122.125000 Penalty: 3863.569336 Iteration 3F: 3 clusters Score -343122.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -343393.031250 Penalty: 3863.569336 Iteration 4F: 3 clusters Score -343393 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -343589.968750 Penalty: 3863.569336 Iteration 5F: 3 clusters Score -343590 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -343723.343750 Penalty: 3863.569336 Iteration 6Q: 3 clusters Score -343723.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -343790.843750 Penalty: 3863.569336 Iteration 7Q: 3 clusters Score -343790.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -343819.968750 Penalty: 3863.569336 Iteration 8Q: 3 clusters Score -343820 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -343842.468750 Penalty: 3863.569336 Iteration 9Q: 3 clusters Score -343842.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -343859.656250 Penalty: 3863.569336 Iteration 10Q: 3 clusters Score -343859.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -343881.343750 Penalty: 3863.569336 Iteration 11Q: 3 clusters Score -343881.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -343907.031250 Penalty: 3863.569336 Iteration 12Q: 3 clusters Score -343907 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -343971.281250 Penalty: 3863.569336 Iteration 13Q: 3 clusters Score -343971.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -344176.750000 Penalty: 3863.569336 Iteration 14Q: 3 clusters Score -344176.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -344363.843750 Penalty: 3863.569336 Iteration 15Q: 3 clusters Score -344363.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -344432.406250 Penalty: 3863.569336 Iteration 16Q: 3 clusters Score -344432.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -344456.843750 Penalty: 3863.569336 Iteration 17Q: 3 clusters Score -344456.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -344467.656250 Penalty: 3863.569336 Iteration 18Q: 3 clusters Score -344467.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -344480.187500 Penalty: 3863.569336 Iteration 19Q: 3 clusters Score -344480.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -344483.187500 Penalty: 3863.569336 Iteration 20F: 3 clusters Score -344483.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -344484.250000 Penalty: 3863.569336 Iteration 21Q: 3 clusters Score -344484.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -344485.468750 Penalty: 3863.569336 Iteration 22Q: 3 clusters Score -344485.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -344485.468750 Penalty: 3863.569336 Iteration 23F: 3 clusters Score -344485.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Entering Unmasked Estep Score: -476119.937500 Penalty: 1994.030884 Iteration 0F: 2 clusters Score -476119.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -472771.281250 Penalty: 3988.061768 Iteration 0F: 3 clusters Score -472771.3 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -473437.281250 Penalty: 3988.061768 Iteration 1F: 3 clusters Score -473437.3 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -473617.562500 Penalty: 3988.061768 Iteration 2F: 3 clusters Score -473617.6 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -473720.906250 Penalty: 3988.061768 Iteration 3F: 3 clusters Score -473720.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -473793.781250 Penalty: 3988.061768 Iteration 4Q: 3 clusters Score -473793.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -473835.250000 Penalty: 3988.061768 Iteration 5Q: 3 clusters Score -473835.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -473860.406250 Penalty: 3988.061768 Iteration 6Q: 3 clusters Score -473860.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -473880.156250 Penalty: 3988.061768 Iteration 7Q: 3 clusters Score -473880.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -473901.281250 Penalty: 3988.061768 Iteration 8Q: 3 clusters Score -473901.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -473918.343750 Penalty: 3988.061768 Iteration 9Q: 3 clusters Score -473918.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -473931.187500 Penalty: 3988.061768 Iteration 10Q: 3 clusters Score -473931.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -473940.968750 Penalty: 3988.061768 Iteration 11Q: 3 clusters Score -473941 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -473947.875000 Penalty: 3988.061768 Iteration 12Q: 3 clusters Score -473947.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -473957.093750 Penalty: 3988.061768 Iteration 13Q: 3 clusters Score -473957.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -473963.968750 Penalty: 3988.061768 Iteration 14Q: 3 clusters Score -473964 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -473969.375000 Penalty: 3988.061768 Iteration 15Q: 3 clusters Score -473969.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -473972.093750 Penalty: 3988.061768 Iteration 16Q: 3 clusters Score -473972.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -473972.812500 Penalty: 3988.061768 Iteration 17Q: 3 clusters Score -473972.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -473974.562500 Penalty: 3988.061768 Iteration 18Q: 3 clusters Score -473974.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -473977.875000 Penalty: 3988.061768 Iteration 19Q: 3 clusters Score -473977.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -473981.343750 Penalty: 3988.061768 Iteration 20F: 3 clusters Score -473981.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -473987.375000 Penalty: 3988.061768 Iteration 21Q: 3 clusters Score -473987.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -473994.843750 Penalty: 3988.061768 Iteration 22Q: 3 clusters Score -473994.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -473998.718750 Penalty: 3988.061768 Iteration 23Q: 3 clusters Score -473998.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -474002.093750 Penalty: 3988.061768 Iteration 24Q: 3 clusters Score -474002.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -474009.031250 Penalty: 3988.061768 Iteration 25Q: 3 clusters Score -474009 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -474016.187500 Penalty: 3988.061768 Iteration 26Q: 3 clusters Score -474016.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -474022.750000 Penalty: 3988.061768 Iteration 27Q: 3 clusters Score -474022.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -474027.875000 Penalty: 3988.061768 Iteration 28Q: 3 clusters Score -474027.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -474030.062500 Penalty: 3988.061768 Iteration 29Q: 3 clusters Score -474030.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -474032.406250 Penalty: 3988.061768 Iteration 30Q: 3 clusters Score -474032.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -474034.156250 Penalty: 3988.061768 Iteration 31Q: 3 clusters Score -474034.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -474034.593750 Penalty: 3988.061768 Iteration 32Q: 3 clusters Score -474034.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -474035.968750 Penalty: 3988.061768 Iteration 33Q: 3 clusters Score -474036 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -474038.312500 Penalty: 3988.061768 Iteration 34Q: 3 clusters Score -474038.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -474039.375000 Penalty: 3988.061768 Iteration 35Q: 3 clusters Score -474039.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -474041.562500 Penalty: 3988.061768 Iteration 36Q: 3 clusters Score -474041.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -474044.406250 Penalty: 3988.061768 Iteration 37Q: 3 clusters Score -474044.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -474045.437500 Penalty: 3988.061768 Iteration 38Q: 3 clusters Score -474045.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -474046.937500 Penalty: 3988.061768 Iteration 39Q: 3 clusters Score -474046.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -474048.250000 Penalty: 3988.061768 Iteration 40F: 3 clusters Score -474048.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Entering Unmasked Estep Score: -16233.354492 Penalty: 1197.421875 Iteration 0F: 2 clusters Score -16233.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -15402.072266 Penalty: 2394.843750 Iteration 0F: 3 clusters Score -15402.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -15426.483398 Penalty: 2394.843750 Iteration 1Q: 3 clusters Score -15426.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -15426.483398 Penalty: 2394.843750 Iteration 2F: 3 clusters Score -15426.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (5244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Entering Unmasked Estep Score: -773055.937500 Penalty: 2124.080322 Iteration 0F: 2 clusters Score -773055.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -768429.125000 Penalty: 4248.160645 Iteration 0F: 3 clusters Score -768429.1 nChanged 2065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -769715.125000 Penalty: 4248.160645 Iteration 1F: 3 clusters Score -769715.1 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -770062.000000 Penalty: 4248.160645 Iteration 2F: 3 clusters Score -770062 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -770323.750000 Penalty: 4248.160645 Iteration 3F: 3 clusters Score -770323.8 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -770575.687500 Penalty: 4248.160645 Iteration 4F: 3 clusters Score -770575.7 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -770804.437500 Penalty: 4248.160645 Iteration 5F: 3 clusters Score -770804.4 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -771061.687500 Penalty: 4248.160645 Iteration 6F: 3 clusters Score -771061.7 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -771386.000000 Penalty: 4248.160645 Iteration 7F: 3 clusters Score -771386 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -771717.312500 Penalty: 4248.160645 Iteration 8F: 3 clusters Score -771717.3 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -771975.187500 Penalty: 4248.160645 Iteration 9Q: 3 clusters Score -771975.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -772158.125000 Penalty: 4248.160645 Iteration 10Q: 3 clusters Score -772158.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -772304.000000 Penalty: 4248.160645 Iteration 11Q: 3 clusters Score -772304 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -772464.125000 Penalty: 4248.160645 Iteration 12Q: 3 clusters Score -772464.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -772601.125000 Penalty: 4248.160645 Iteration 13Q: 3 clusters Score -772601.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -772695.437500 Penalty: 4248.160645 Iteration 14Q: 3 clusters Score -772695.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -772749.562500 Penalty: 4248.160645 Iteration 15Q: 3 clusters Score -772749.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -772776.500000 Penalty: 4248.160645 Iteration 16Q: 3 clusters Score -772776.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -772794.750000 Penalty: 4248.160645 Iteration 17Q: 3 clusters Score -772794.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -772802.875000 Penalty: 4248.160645 Iteration 18Q: 3 clusters Score -772802.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -772809.875000 Penalty: 4248.160645 Iteration 19Q: 3 clusters Score -772809.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -772818.812500 Penalty: 4248.160645 Iteration 20F: 3 clusters Score -772818.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -772828.312500 Penalty: 4248.160645 Iteration 21Q: 3 clusters Score -772828.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -772831.312500 Penalty: 4248.160645 Iteration 22Q: 3 clusters Score -772831.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -772831.750000 Penalty: 4248.160645 Iteration 23Q: 3 clusters Score -772831.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -772834.375000 Penalty: 4248.160645 Iteration 24Q: 3 clusters Score -772834.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -772835.812500 Penalty: 4248.160645 Iteration 25Q: 3 clusters Score -772835.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -772836.500000 Penalty: 4248.160645 Iteration 26Q: 3 clusters Score -772836.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -772836.500000 Penalty: 4248.160645 Iteration 27F: 3 clusters Score -772836.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (11441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11441 members Entering Unmasked Estep Score: -1663173.500000 Penalty: 2317.549561 Iteration 0F: 2 clusters Score -1663174 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -1654635.000000 Penalty: 4635.099121 Iteration 0F: 3 clusters Score -1654635 nChanged 4794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5862 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -1657250.875000 Penalty: 4635.099121 Iteration 1F: 3 clusters Score -1657251 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5973 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -1657774.750000 Penalty: 4635.099121 Iteration 2F: 3 clusters Score -1657775 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -1658398.000000 Penalty: 4635.099121 Iteration 3F: 3 clusters Score -1658398 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6311 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -1659065.125000 Penalty: 4635.099121 Iteration 4F: 3 clusters Score -1659065 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -1659780.875000 Penalty: 4635.099121 Iteration 5F: 3 clusters Score -1659781 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -1660391.500000 Penalty: 4635.099121 Iteration 6F: 3 clusters Score -1660392 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -1660864.500000 Penalty: 4635.099121 Iteration 7F: 3 clusters Score -1660864 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -1661191.375000 Penalty: 4635.099121 Iteration 8Q: 3 clusters Score -1661191 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -1661399.500000 Penalty: 4635.099121 Iteration 9Q: 3 clusters Score -1661400 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -1661525.500000 Penalty: 4635.099121 Iteration 10Q: 3 clusters Score -1661526 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6499 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -1661620.875000 Penalty: 4635.099121 Iteration 11Q: 3 clusters Score -1661621 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -1661676.750000 Penalty: 4635.099121 Iteration 12Q: 3 clusters Score -1661677 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -1661711.250000 Penalty: 4635.099121 Iteration 13Q: 3 clusters Score -1661711 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -1661737.000000 Penalty: 4635.099121 Iteration 14Q: 3 clusters Score -1661737 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6307 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -1661758.375000 Penalty: 4635.099121 Iteration 15Q: 3 clusters Score -1661758 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -1661781.750000 Penalty: 4635.099121 Iteration 16Q: 3 clusters Score -1661782 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -1661791.000000 Penalty: 4635.099121 Iteration 17Q: 3 clusters Score -1661791 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -1661808.250000 Penalty: 4635.099121 Iteration 18Q: 3 clusters Score -1661808 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -1661828.625000 Penalty: 4635.099121 Iteration 19Q: 3 clusters Score -1661829 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6118 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -1661840.125000 Penalty: 4635.099121 Iteration 20F: 3 clusters Score -1661840 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -1661848.500000 Penalty: 4635.099121 Iteration 21Q: 3 clusters Score -1661848 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -1661855.000000 Penalty: 4635.099121 Iteration 22Q: 3 clusters Score -1661855 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -1661864.125000 Penalty: 4635.099121 Iteration 23Q: 3 clusters Score -1661864 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6040 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -1661867.375000 Penalty: 4635.099121 Iteration 24Q: 3 clusters Score -1661867 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6021 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -1661876.500000 Penalty: 4635.099121 Iteration 25Q: 3 clusters Score -1661876 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -1661878.625000 Penalty: 4635.099121 Iteration 26Q: 3 clusters Score -1661879 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5990 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -1661882.250000 Penalty: 4635.099121 Iteration 27Q: 3 clusters Score -1661882 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -1661888.375000 Penalty: 4635.099121 Iteration 28Q: 3 clusters Score -1661888 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -1661891.000000 Penalty: 4635.099121 Iteration 29Q: 3 clusters Score -1661891 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5948 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -1661897.000000 Penalty: 4635.099121 Iteration 30Q: 3 clusters Score -1661897 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -1661898.875000 Penalty: 4635.099121 Iteration 31Q: 3 clusters Score -1661899 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -1661893.625000 Penalty: 4635.099121 Iteration 32Q: 3 clusters Score -1661894 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 5536 members Entering Unmasked Estep Score: -1661896.625000 Penalty: 4635.099121 Iteration 33Q: 3 clusters Score -1661897 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -1661898.750000 Penalty: 4635.099121 Iteration 34Q: 3 clusters Score -1661899 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -1661901.125000 Penalty: 4635.099121 Iteration 35Q: 3 clusters Score -1661901 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5872 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -1661901.500000 Penalty: 4635.099121 Iteration 36Q: 3 clusters Score -1661902 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -1661905.000000 Penalty: 4635.099121 Iteration 37Q: 3 clusters Score -1661905 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -1661899.750000 Penalty: 4635.099121 Iteration 38Q: 3 clusters Score -1661900 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -1661901.375000 Penalty: 4635.099121 Iteration 39Q: 3 clusters Score -1661901 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -1661901.375000 Penalty: 4635.099121 Iteration 40F: 3 clusters Score -1661901 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5175 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Entering Unmasked Estep Score: -728476.562500 Penalty: 2120.795410 Iteration 0F: 2 clusters Score -728476.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -723901.375000 Penalty: 4241.590820 Iteration 0F: 3 clusters Score -723901.4 nChanged 1996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -725196.250000 Penalty: 4241.590820 Iteration 1F: 3 clusters Score -725196.2 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -725622.750000 Penalty: 4241.590820 Iteration 2F: 3 clusters Score -725622.8 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -725906.375000 Penalty: 4241.590820 Iteration 3F: 3 clusters Score -725906.4 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -726107.187500 Penalty: 4241.590820 Iteration 4Q: 3 clusters Score -726107.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -726260.750000 Penalty: 4241.590820 Iteration 5Q: 3 clusters Score -726260.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -726376.437500 Penalty: 4241.590820 Iteration 6Q: 3 clusters Score -726376.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -726471.625000 Penalty: 4241.590820 Iteration 7Q: 3 clusters Score -726471.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -726543.875000 Penalty: 4241.590820 Iteration 8Q: 3 clusters Score -726543.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -726608.625000 Penalty: 4241.590820 Iteration 9Q: 3 clusters Score -726608.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -726663.812500 Penalty: 4241.590820 Iteration 10Q: 3 clusters Score -726663.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -726705.000000 Penalty: 4241.590820 Iteration 11Q: 3 clusters Score -726705 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -726736.687500 Penalty: 4241.590820 Iteration 12Q: 3 clusters Score -726736.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -726777.125000 Penalty: 4241.590820 Iteration 13Q: 3 clusters Score -726777.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -726818.312500 Penalty: 4241.590820 Iteration 14Q: 3 clusters Score -726818.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -726851.812500 Penalty: 4241.590820 Iteration 15Q: 3 clusters Score -726851.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -726885.125000 Penalty: 4241.590820 Iteration 16Q: 3 clusters Score -726885.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -726924.812500 Penalty: 4241.590820 Iteration 17Q: 3 clusters Score -726924.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -726955.062500 Penalty: 4241.590820 Iteration 18Q: 3 clusters Score -726955.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -726982.500000 Penalty: 4241.590820 Iteration 19Q: 3 clusters Score -726982.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -727010.812500 Penalty: 4241.590820 Iteration 20F: 3 clusters Score -727010.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -727047.437500 Penalty: 4241.590820 Iteration 21Q: 3 clusters Score -727047.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -727093.250000 Penalty: 4241.590820 Iteration 22Q: 3 clusters Score -727093.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -727154.750000 Penalty: 4241.590820 Iteration 23Q: 3 clusters Score -727154.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -727209.937500 Penalty: 4241.590820 Iteration 24Q: 3 clusters Score -727209.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -727270.000000 Penalty: 4241.590820 Iteration 25Q: 3 clusters Score -727270 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -727353.375000 Penalty: 4241.590820 Iteration 26Q: 3 clusters Score -727353.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -727417.312500 Penalty: 4241.590820 Iteration 27Q: 3 clusters Score -727417.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -727465.812500 Penalty: 4241.590820 Iteration 28Q: 3 clusters Score -727465.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -727515.187500 Penalty: 4241.590820 Iteration 29Q: 3 clusters Score -727515.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -727559.125000 Penalty: 4241.590820 Iteration 30Q: 3 clusters Score -727559.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -727610.437500 Penalty: 4241.590820 Iteration 31Q: 3 clusters Score -727610.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -727654.000000 Penalty: 4241.590820 Iteration 32Q: 3 clusters Score -727654 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -727685.187500 Penalty: 4241.590820 Iteration 33Q: 3 clusters Score -727685.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -727710.187500 Penalty: 4241.590820 Iteration 34Q: 3 clusters Score -727710.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -727728.500000 Penalty: 4241.590820 Iteration 35Q: 3 clusters Score -727728.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -727738.375000 Penalty: 4241.590820 Iteration 36Q: 3 clusters Score -727738.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -727750.375000 Penalty: 4241.590820 Iteration 37Q: 3 clusters Score -727750.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -727757.125000 Penalty: 4241.590820 Iteration 38Q: 3 clusters Score -727757.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -727763.750000 Penalty: 4241.590820 Iteration 39Q: 3 clusters Score -727763.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -727772.750000 Penalty: 4241.590820 Iteration 40F: 3 clusters Score -727772.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -727779.187500 Penalty: 4241.590820 Iteration 41Q: 3 clusters Score -727779.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -727786.250000 Penalty: 4241.590820 Iteration 42Q: 3 clusters Score -727786.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -727792.312500 Penalty: 4241.590820 Iteration 43Q: 3 clusters Score -727792.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -727796.312500 Penalty: 4241.590820 Iteration 44Q: 3 clusters Score -727796.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -727798.062500 Penalty: 4241.590820 Iteration 45Q: 3 clusters Score -727798.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -727798.687500 Penalty: 4241.590820 Iteration 46Q: 3 clusters Score -727798.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -727801.375000 Penalty: 4241.590820 Iteration 47Q: 3 clusters Score -727801.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -727801.312500 Penalty: 4241.590820 Iteration 48Q: 3 clusters Score -727801.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -727801.750000 Penalty: 4241.590820 Iteration 49Q: 3 clusters Score -727801.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -727801.750000 Penalty: 4241.590820 Iteration 50F: 3 clusters Score -727801.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Entering Unmasked Estep Score: -78967.226562 Penalty: 1558.927490 Iteration 0F: 2 clusters Score -78967.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -77418.203125 Penalty: 3117.854980 Iteration 0F: 3 clusters Score -77418.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -77574.179688 Penalty: 3117.854980 Iteration 1F: 3 clusters Score -77574.18 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -77633.250000 Penalty: 3117.854980 Iteration 2Q: 3 clusters Score -77633.25 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -77670.726562 Penalty: 3117.854980 Iteration 3Q: 3 clusters Score -77670.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -77679.562500 Penalty: 3117.854980 Iteration 4Q: 3 clusters Score -77679.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -77682.179688 Penalty: 3117.854980 Iteration 5Q: 3 clusters Score -77682.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -77689.578125 Penalty: 3117.854980 Iteration 6Q: 3 clusters Score -77689.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -77692.210938 Penalty: 3117.854980 Iteration 7Q: 3 clusters Score -77692.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -77698.250000 Penalty: 3117.854980 Iteration 8Q: 3 clusters Score -77698.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -77703.578125 Penalty: 3117.854980 Iteration 9Q: 3 clusters Score -77703.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -77707.453125 Penalty: 3117.854980 Iteration 10Q: 3 clusters Score -77707.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -77709.320312 Penalty: 3117.854980 Iteration 11Q: 3 clusters Score -77709.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -77715.062500 Penalty: 3117.854980 Iteration 12Q: 3 clusters Score -77715.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -77716.210938 Penalty: 3117.854980 Iteration 13Q: 3 clusters Score -77716.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -77716.210938 Penalty: 3117.854980 Iteration 14F: 3 clusters Score -77716.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Entering Unmasked Estep Score: -142549.953125 Penalty: 1710.881226 Iteration 0F: 2 clusters Score -142550 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -140654.859375 Penalty: 3421.762451 Iteration 0F: 3 clusters Score -140654.9 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -141089.421875 Penalty: 3421.762451 Iteration 1F: 3 clusters Score -141089.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -141321.890625 Penalty: 3421.762451 Iteration 2F: 3 clusters Score -141321.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -141418.203125 Penalty: 3421.762451 Iteration 3Q: 3 clusters Score -141418.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -141499.156250 Penalty: 3421.762451 Iteration 4Q: 3 clusters Score -141499.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -141620.062500 Penalty: 3421.762451 Iteration 5Q: 3 clusters Score -141620.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -141774.859375 Penalty: 3421.762451 Iteration 6Q: 3 clusters Score -141774.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -141892.062500 Penalty: 3421.762451 Iteration 7Q: 3 clusters Score -141892.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -141939.906250 Penalty: 3421.762451 Iteration 8Q: 3 clusters Score -141939.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -141978.359375 Penalty: 3421.762451 Iteration 9Q: 3 clusters Score -141978.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -142023.937500 Penalty: 3421.762451 Iteration 10Q: 3 clusters Score -142023.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -142085.328125 Penalty: 3421.762451 Iteration 11Q: 3 clusters Score -142085.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -142153.984375 Penalty: 3421.762451 Iteration 12Q: 3 clusters Score -142154 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -142224.078125 Penalty: 3421.762451 Iteration 13Q: 3 clusters Score -142224.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -142301.234375 Penalty: 3421.762451 Iteration 14Q: 3 clusters Score -142301.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -142395.343750 Penalty: 3421.762451 Iteration 15Q: 3 clusters Score -142395.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -142618.296875 Penalty: 3421.762451 Iteration 16Q: 3 clusters Score -142618.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -142990.328125 Penalty: 3421.762451 Iteration 17Q: 3 clusters Score -142990.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -143192.453125 Penalty: 3421.762451 Iteration 18Q: 3 clusters Score -143192.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -143205.000000 Penalty: 3421.762451 Iteration 19Q: 3 clusters Score -143205 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -143206.921875 Penalty: 3421.762451 Iteration 20F: 3 clusters Score -143206.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -143209.296875 Penalty: 3421.762451 Iteration 21Q: 3 clusters Score -143209.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -143214.828125 Penalty: 3421.762451 Iteration 22Q: 3 clusters Score -143214.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -143224.250000 Penalty: 3421.762451 Iteration 23Q: 3 clusters Score -143224.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -143238.859375 Penalty: 3421.762451 Iteration 24Q: 3 clusters Score -143238.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -143244.125000 Penalty: 3421.762451 Iteration 25Q: 3 clusters Score -143244.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -143251.000000 Penalty: 3421.762451 Iteration 26Q: 3 clusters Score -143251 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -143275.500000 Penalty: 3421.762451 Iteration 27Q: 3 clusters Score -143275.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -143308.812500 Penalty: 3421.762451 Iteration 28Q: 3 clusters Score -143308.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -143337.687500 Penalty: 3421.762451 Iteration 29Q: 3 clusters Score -143337.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -143367.250000 Penalty: 3421.762451 Iteration 30Q: 3 clusters Score -143367.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -143388.156250 Penalty: 3421.762451 Iteration 31Q: 3 clusters Score -143388.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -143399.703125 Penalty: 3421.762451 Iteration 32Q: 3 clusters Score -143399.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -143404.968750 Penalty: 3421.762451 Iteration 33Q: 3 clusters Score -143405 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -143411.421875 Penalty: 3421.762451 Iteration 34Q: 3 clusters Score -143411.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -143425.500000 Penalty: 3421.762451 Iteration 35Q: 3 clusters Score -143425.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -143440.328125 Penalty: 3421.762451 Iteration 36Q: 3 clusters Score -143440.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -143454.734375 Penalty: 3421.762451 Iteration 37Q: 3 clusters Score -143454.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -143460.109375 Penalty: 3421.762451 Iteration 38Q: 3 clusters Score -143460.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -143461.406250 Penalty: 3421.762451 Iteration 39Q: 3 clusters Score -143461.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -143475.984375 Penalty: 3421.762451 Iteration 40F: 3 clusters Score -143476 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -143489.171875 Penalty: 3421.762451 Iteration 41Q: 3 clusters Score -143489.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -143518.781250 Penalty: 3421.762451 Iteration 42Q: 3 clusters Score -143518.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -143528.953125 Penalty: 3421.762451 Iteration 43Q: 3 clusters Score -143529 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -143532.625000 Penalty: 3421.762451 Iteration 44Q: 3 clusters Score -143532.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -143532.625000 Penalty: 3421.762451 Iteration 45F: 3 clusters Score -143532.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84357 members Mstep: Class 2 contains 42394 members Mstep: Class 3 contains 7790 members Mstep: Class 4 contains 3881 members Mstep: Class 5 contains 31543 members Mstep: Class 6 contains 4149 members Mstep: Class 7 contains 22952 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 13853 members Mstep: Class 10 contains 7395 members Mstep: Class 11 contains 5100 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7906 members Mstep: Class 15 contains 1686 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102972 members Mstep: Class 18 contains 2904 members Mstep: Class 19 contains 8379 members Mstep: Class 20 contains 2415 members Mstep: Class 21 contains 3104 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5244 members Mstep: Class 24 contains 11441 members Mstep: Class 25 contains 5175 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 560 members Mstep: Class 28 contains 3488 members Mstep: Class 29 contains 5656 members Mstep: Class 30 contains 34134 members Mstep: Class 31 contains 21314 members Mstep: Class 32 contains 1589 members Mstep: Class 33 contains 431 members Entering Unmasked Estep Score: -65607908.000000 Penalty: 106421.570312 Splitting cluster 27 changes total score from -65608220.000000 to -65607908.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 28 (3488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Entering Unmasked Estep Score: -501748.875000 Penalty: 2022.956665 Iteration 0F: 2 clusters Score -501748.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -498170.750000 Penalty: 4045.913330 Iteration 0F: 3 clusters Score -498170.8 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -498940.531250 Penalty: 4045.913330 Iteration 1F: 3 clusters Score -498940.5 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -499110.437500 Penalty: 4045.913330 Iteration 2F: 3 clusters Score -499110.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -499207.781250 Penalty: 4045.913330 Iteration 3Q: 3 clusters Score -499207.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -499283.562500 Penalty: 4045.913330 Iteration 4Q: 3 clusters Score -499283.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -499345.968750 Penalty: 4045.913330 Iteration 5Q: 3 clusters Score -499346 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -499399.000000 Penalty: 4045.913330 Iteration 6Q: 3 clusters Score -499399 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -499448.625000 Penalty: 4045.913330 Iteration 7Q: 3 clusters Score -499448.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -499495.000000 Penalty: 4045.913330 Iteration 8Q: 3 clusters Score -499495 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -499533.218750 Penalty: 4045.913330 Iteration 9Q: 3 clusters Score -499533.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -499572.250000 Penalty: 4045.913330 Iteration 10Q: 3 clusters Score -499572.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -499617.968750 Penalty: 4045.913330 Iteration 11Q: 3 clusters Score -499618 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -499660.656250 Penalty: 4045.913330 Iteration 12Q: 3 clusters Score -499660.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -499699.812500 Penalty: 4045.913330 Iteration 13Q: 3 clusters Score -499699.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -499747.531250 Penalty: 4045.913330 Iteration 14Q: 3 clusters Score -499747.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -499792.437500 Penalty: 4045.913330 Iteration 15Q: 3 clusters Score -499792.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -499834.312500 Penalty: 4045.913330 Iteration 16Q: 3 clusters Score -499834.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -499870.875000 Penalty: 4045.913330 Iteration 17Q: 3 clusters Score -499870.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -499910.875000 Penalty: 4045.913330 Iteration 18Q: 3 clusters Score -499910.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -499936.562500 Penalty: 4045.913330 Iteration 19Q: 3 clusters Score -499936.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -499956.843750 Penalty: 4045.913330 Iteration 20F: 3 clusters Score -499956.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -499978.625000 Penalty: 4045.913330 Iteration 21Q: 3 clusters Score -499978.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -499993.593750 Penalty: 4045.913330 Iteration 22Q: 3 clusters Score -499993.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -500011.156250 Penalty: 4045.913330 Iteration 23Q: 3 clusters Score -500011.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -500021.375000 Penalty: 4045.913330 Iteration 24Q: 3 clusters Score -500021.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -500030.718750 Penalty: 4045.913330 Iteration 25Q: 3 clusters Score -500030.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -500039.531250 Penalty: 4045.913330 Iteration 26Q: 3 clusters Score -500039.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -500044.906250 Penalty: 4045.913330 Iteration 27Q: 3 clusters Score -500044.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -500047.531250 Penalty: 4045.913330 Iteration 28Q: 3 clusters Score -500047.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -500048.718750 Penalty: 4045.913330 Iteration 29Q: 3 clusters Score -500048.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -500049.375000 Penalty: 4045.913330 Iteration 30Q: 3 clusters Score -500049.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -500050.000000 Penalty: 4045.913330 Iteration 31Q: 3 clusters Score -500050 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -500050.843750 Penalty: 4045.913330 Iteration 32Q: 3 clusters Score -500050.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -500051.906250 Penalty: 4045.913330 Iteration 33Q: 3 clusters Score -500051.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -500053.250000 Penalty: 4045.913330 Iteration 34Q: 3 clusters Score -500053.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -500054.281250 Penalty: 4045.913330 Iteration 35Q: 3 clusters Score -500054.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -500055.312500 Penalty: 4045.913330 Iteration 36Q: 3 clusters Score -500055.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -500055.750000 Penalty: 4045.913330 Iteration 37Q: 3 clusters Score -500055.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -500057.312500 Penalty: 4045.913330 Iteration 38Q: 3 clusters Score -500057.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -500059.687500 Penalty: 4045.913330 Iteration 39Q: 3 clusters Score -500059.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -500061.156250 Penalty: 4045.913330 Iteration 40F: 3 clusters Score -500061.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -500063.593750 Penalty: 4045.913330 Iteration 41Q: 3 clusters Score -500063.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -500063.625000 Penalty: 4045.913330 Iteration 42Q: 3 clusters Score -500063.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -500063.625000 Penalty: 4045.913330 Iteration 43F: 3 clusters Score -500063.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (34134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34134 members Entering Unmasked Estep Score: -5345850.000000 Penalty: 2588.636230 Iteration 0F: 2 clusters Score -5345850 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16914 members Mstep: Class 2 contains 17220 members Entering Unmasked Estep Score: -5322730.000000 Penalty: 5177.272461 Iteration 0F: 3 clusters Score -5322730 nChanged 15338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16022 members Mstep: Class 2 contains 18112 members Entering Unmasked Estep Score: -5331094.500000 Penalty: 5177.272461 Iteration 1F: 3 clusters Score -5331094 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15446 members Mstep: Class 2 contains 18688 members Entering Unmasked Estep Score: -5331616.000000 Penalty: 5177.272461 Iteration 2Q: 3 clusters Score -5331616 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14644 members Mstep: Class 2 contains 19490 members Entering Unmasked Estep Score: -5332067.000000 Penalty: 5177.272461 Iteration 3Q: 3 clusters Score -5332067 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13547 members Mstep: Class 2 contains 20587 members Entering Unmasked Estep Score: -5332580.000000 Penalty: 5177.272461 Iteration 4Q: 3 clusters Score -5332580 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12080 members Mstep: Class 2 contains 22054 members Entering Unmasked Estep Score: -5333361.000000 Penalty: 5177.272461 Iteration 5Q: 3 clusters Score -5333361 nChanged 2010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10126 members Mstep: Class 2 contains 24008 members Entering Unmasked Estep Score: -5334563.000000 Penalty: 5177.272461 Iteration 6F: 3 clusters Score -5334563 nChanged 2435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7711 members Mstep: Class 2 contains 26423 members Entering Unmasked Estep Score: -5336439.000000 Penalty: 5177.272461 Iteration 7F: 3 clusters Score -5336439 nChanged 2575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5144 members Mstep: Class 2 contains 28990 members Entering Unmasked Estep Score: -5338727.500000 Penalty: 5177.272461 Iteration 8F: 3 clusters Score -5338728 nChanged 2274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 31256 members Entering Unmasked Estep Score: -5340940.500000 Penalty: 5177.272461 Iteration 9F: 3 clusters Score -5340940 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 32712 members Entering Unmasked Estep Score: -5342377.000000 Penalty: 5177.272461 Iteration 10Q: 3 clusters Score -5342377 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 33392 members Entering Unmasked Estep Score: -5343065.000000 Penalty: 5177.272461 Iteration 11Q: 3 clusters Score -5343065 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 33628 members Entering Unmasked Estep Score: -5343323.500000 Penalty: 5177.272461 Iteration 12Q: 3 clusters Score -5343324 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 33704 members Entering Unmasked Estep Score: -5343432.500000 Penalty: 5177.272461 Iteration 13Q: 3 clusters Score -5343432 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 33743 members Entering Unmasked Estep Score: -5343502.000000 Penalty: 5177.272461 Iteration 14Q: 3 clusters Score -5343502 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 33773 members Entering Unmasked Estep Score: -5343548.000000 Penalty: 5177.272461 Iteration 15Q: 3 clusters Score -5343548 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 33792 members Entering Unmasked Estep Score: -5343586.500000 Penalty: 5177.272461 Iteration 16Q: 3 clusters Score -5343586 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 33798 members Entering Unmasked Estep Score: -5343599.000000 Penalty: 5177.272461 Iteration 17Q: 3 clusters Score -5343599 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 33803 members Entering Unmasked Estep Score: -5343613.000000 Penalty: 5177.272461 Iteration 18Q: 3 clusters Score -5343613 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 33810 members Entering Unmasked Estep Score: -5343614.000000 Penalty: 5177.272461 Iteration 19Q: 3 clusters Score -5343614 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 33813 members Entering Unmasked Estep Score: -5343616.500000 Penalty: 5177.272461 Iteration 20F: 3 clusters Score -5343616 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 33815 members Entering Unmasked Estep Score: -5343620.500000 Penalty: 5177.272461 Iteration 21Q: 3 clusters Score -5343620 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 33813 members Entering Unmasked Estep Score: -5343625.000000 Penalty: 5177.272461 Iteration 22Q: 3 clusters Score -5343625 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 33809 members Entering Unmasked Estep Score: -5343626.500000 Penalty: 5177.272461 Iteration 23Q: 3 clusters Score -5343626 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 33810 members Entering Unmasked Estep Score: -5343626.500000 Penalty: 5177.272461 Iteration 24Q: 3 clusters Score -5343626 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 33811 members Entering Unmasked Estep Score: -5343629.500000 Penalty: 5177.272461 Iteration 25Q: 3 clusters Score -5343630 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 33813 members Entering Unmasked Estep Score: -5343633.500000 Penalty: 5177.272461 Iteration 26Q: 3 clusters Score -5343634 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 33816 members Entering Unmasked Estep Score: -5343638.000000 Penalty: 5177.272461 Iteration 27Q: 3 clusters Score -5343638 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 33816 members Entering Unmasked Estep Score: -5343643.500000 Penalty: 5177.272461 Iteration 28Q: 3 clusters Score -5343644 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 33816 members Entering Unmasked Estep Score: -5343640.000000 Penalty: 5177.272461 Iteration 29Q: 3 clusters Score -5343640 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 33818 members Entering Unmasked Estep Score: -5343644.000000 Penalty: 5177.272461 Iteration 30Q: 3 clusters Score -5343644 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 33819 members Entering Unmasked Estep Score: -5343642.000000 Penalty: 5177.272461 Iteration 31Q: 3 clusters Score -5343642 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 33818 members Entering Unmasked Estep Score: -5343645.000000 Penalty: 5177.272461 Iteration 32Q: 3 clusters Score -5343645 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 33819 members Entering Unmasked Estep Score: -5343647.000000 Penalty: 5177.272461 Iteration 33Q: 3 clusters Score -5343647 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 33820 members Entering Unmasked Estep Score: -5343644.000000 Penalty: 5177.272461 Iteration 34Q: 3 clusters Score -5343644 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 33820 members Entering Unmasked Estep Score: -5343649.000000 Penalty: 5177.272461 Iteration 35Q: 3 clusters Score -5343649 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 33821 members Entering Unmasked Estep Score: -5343657.500000 Penalty: 5177.272461 Iteration 36Q: 3 clusters Score -5343658 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 33821 members Entering Unmasked Estep Score: -5343657.500000 Penalty: 5177.272461 Iteration 37F: 3 clusters Score -5343658 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (21314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21314 members Entering Unmasked Estep Score: -3223390.500000 Penalty: 2471.845459 Iteration 0F: 2 clusters Score -3223390 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10716 members Mstep: Class 2 contains 10598 members Entering Unmasked Estep Score: -3208546.500000 Penalty: 4943.690918 Iteration 0F: 3 clusters Score -3208546 nChanged 9419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11165 members Mstep: Class 2 contains 10149 members Entering Unmasked Estep Score: -3214039.250000 Penalty: 4943.690918 Iteration 1F: 3 clusters Score -3214039 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11682 members Mstep: Class 2 contains 9632 members Entering Unmasked Estep Score: -3215359.500000 Penalty: 4943.690918 Iteration 2F: 3 clusters Score -3215360 nChanged 1850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12272 members Mstep: Class 2 contains 9042 members Entering Unmasked Estep Score: -3217211.500000 Penalty: 4943.690918 Iteration 3F: 3 clusters Score -3217212 nChanged 1932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12570 members Mstep: Class 2 contains 8744 members Entering Unmasked Estep Score: -3219047.500000 Penalty: 4943.690918 Iteration 4F: 3 clusters Score -3219048 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12463 members Mstep: Class 2 contains 8851 members Entering Unmasked Estep Score: -3220428.750000 Penalty: 4943.690918 Iteration 5F: 3 clusters Score -3220429 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12088 members Mstep: Class 2 contains 9226 members Entering Unmasked Estep Score: -3221285.250000 Penalty: 4943.690918 Iteration 6F: 3 clusters Score -3221285 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11554 members Mstep: Class 2 contains 9760 members Entering Unmasked Estep Score: -3221801.500000 Penalty: 4943.690918 Iteration 7Q: 3 clusters Score -3221802 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10986 members Mstep: Class 2 contains 10328 members Entering Unmasked Estep Score: -3222185.000000 Penalty: 4943.690918 Iteration 8Q: 3 clusters Score -3222185 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10368 members Mstep: Class 2 contains 10946 members Entering Unmasked Estep Score: -3222498.750000 Penalty: 4943.690918 Iteration 9Q: 3 clusters Score -3222499 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9790 members Mstep: Class 2 contains 11524 members Entering Unmasked Estep Score: -3222757.750000 Penalty: 4943.690918 Iteration 10Q: 3 clusters Score -3222758 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 12059 members Entering Unmasked Estep Score: -3222991.500000 Penalty: 4943.690918 Iteration 11Q: 3 clusters Score -3222992 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8756 members Mstep: Class 2 contains 12558 members Entering Unmasked Estep Score: -3223152.750000 Penalty: 4943.690918 Iteration 12Q: 3 clusters Score -3223153 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8332 members Mstep: Class 2 contains 12982 members Entering Unmasked Estep Score: -3223281.000000 Penalty: 4943.690918 Iteration 13Q: 3 clusters Score -3223281 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7963 members Mstep: Class 2 contains 13351 members Entering Unmasked Estep Score: -3223390.250000 Penalty: 4943.690918 Iteration 14Q: 3 clusters Score -3223390 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7620 members Mstep: Class 2 contains 13694 members Entering Unmasked Estep Score: -3223507.000000 Penalty: 4943.690918 Iteration 15Q: 3 clusters Score -3223507 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7315 members Mstep: Class 2 contains 13999 members Entering Unmasked Estep Score: -3223587.500000 Penalty: 4943.690918 Iteration 16Q: 3 clusters Score -3223588 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7046 members Mstep: Class 2 contains 14268 members Entering Unmasked Estep Score: -3223649.500000 Penalty: 4943.690918 Iteration 17Q: 3 clusters Score -3223650 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 14507 members Entering Unmasked Estep Score: -3223710.250000 Penalty: 4943.690918 Iteration 18Q: 3 clusters Score -3223710 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 14707 members Entering Unmasked Estep Score: -3223770.500000 Penalty: 4943.690918 Iteration 19Q: 3 clusters Score -3223770 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 14906 members Entering Unmasked Estep Score: -3223801.250000 Penalty: 4943.690918 Iteration 20F: 3 clusters Score -3223801 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 15094 members Entering Unmasked Estep Score: -3223853.250000 Penalty: 4943.690918 Iteration 21Q: 3 clusters Score -3223853 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 15267 members Entering Unmasked Estep Score: -3223902.000000 Penalty: 4943.690918 Iteration 22Q: 3 clusters Score -3223902 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 15415 members Entering Unmasked Estep Score: -3223940.500000 Penalty: 4943.690918 Iteration 23Q: 3 clusters Score -3223940 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 15557 members Entering Unmasked Estep Score: -3223978.750000 Penalty: 4943.690918 Iteration 24Q: 3 clusters Score -3223979 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 15693 members Entering Unmasked Estep Score: -3224000.500000 Penalty: 4943.690918 Iteration 25Q: 3 clusters Score -3224000 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 15804 members Entering Unmasked Estep Score: -3224019.500000 Penalty: 4943.690918 Iteration 26Q: 3 clusters Score -3224020 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 15926 members Entering Unmasked Estep Score: -3224046.250000 Penalty: 4943.690918 Iteration 27Q: 3 clusters Score -3224046 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 16011 members Entering Unmasked Estep Score: -3224051.750000 Penalty: 4943.690918 Iteration 28Q: 3 clusters Score -3224052 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 16075 members Entering Unmasked Estep Score: -3224063.250000 Penalty: 4943.690918 Iteration 29Q: 3 clusters Score -3224063 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 16142 members Entering Unmasked Estep Score: -3224074.000000 Penalty: 4943.690918 Iteration 30Q: 3 clusters Score -3224074 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 16200 members Entering Unmasked Estep Score: -3224082.750000 Penalty: 4943.690918 Iteration 31Q: 3 clusters Score -3224083 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 16260 members Entering Unmasked Estep Score: -3224095.500000 Penalty: 4943.690918 Iteration 32Q: 3 clusters Score -3224096 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 16319 members Entering Unmasked Estep Score: -3224104.750000 Penalty: 4943.690918 Iteration 33Q: 3 clusters Score -3224105 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 16369 members Entering Unmasked Estep Score: -3224104.250000 Penalty: 4943.690918 Iteration 34Q: 3 clusters Score -3224104 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 16422 members Entering Unmasked Estep Score: -3224120.250000 Penalty: 4943.690918 Iteration 35Q: 3 clusters Score -3224120 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 16463 members Entering Unmasked Estep Score: -3224121.250000 Penalty: 4943.690918 Iteration 36Q: 3 clusters Score -3224121 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 16498 members Entering Unmasked Estep Score: -3224129.250000 Penalty: 4943.690918 Iteration 37Q: 3 clusters Score -3224129 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 16530 members Entering Unmasked Estep Score: -3224140.750000 Penalty: 4943.690918 Iteration 38Q: 3 clusters Score -3224141 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 16559 members Entering Unmasked Estep Score: -3224137.750000 Penalty: 4943.690918 Iteration 39Q: 3 clusters Score -3224138 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 16575 members Entering Unmasked Estep Score: -3224143.750000 Penalty: 4943.690918 Iteration 40F: 3 clusters Score -3224144 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 16585 members Entering Unmasked Estep Score: -3224146.250000 Penalty: 4943.690918 Iteration 41Q: 3 clusters Score -3224146 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 16604 members Entering Unmasked Estep Score: -3224150.000000 Penalty: 4943.690918 Iteration 42Q: 3 clusters Score -3224150 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 16612 members Entering Unmasked Estep Score: -3224145.250000 Penalty: 4943.690918 Iteration 43Q: 3 clusters Score -3224145 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 16619 members Entering Unmasked Estep Score: -3224144.250000 Penalty: 4943.690918 Iteration 44Q: 3 clusters Score -3224144 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 16630 members Entering Unmasked Estep Score: -3224150.000000 Penalty: 4943.690918 Iteration 45Q: 3 clusters Score -3224150 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 16635 members Entering Unmasked Estep Score: -3224153.250000 Penalty: 4943.690918 Iteration 46Q: 3 clusters Score -3224153 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 16642 members Entering Unmasked Estep Score: -3224155.750000 Penalty: 4943.690918 Iteration 47Q: 3 clusters Score -3224156 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 16647 members Entering Unmasked Estep Score: -3224152.250000 Penalty: 4943.690918 Iteration 48Q: 3 clusters Score -3224152 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 16656 members Entering Unmasked Estep Score: -3224158.250000 Penalty: 4943.690918 Iteration 49Q: 3 clusters Score -3224158 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 16666 members Entering Unmasked Estep Score: -3224158.000000 Penalty: 4943.690918 Iteration 50Q: 3 clusters Score -3224158 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 16679 members Entering Unmasked Estep Score: -3224158.250000 Penalty: 4943.690918 Iteration 51Q: 3 clusters Score -3224158 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 16691 members Entering Unmasked Estep Score: -3224157.750000 Penalty: 4943.690918 Iteration 52Q: 3 clusters Score -3224158 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 16697 members Entering Unmasked Estep Score: -3224157.000000 Penalty: 4943.690918 Iteration 53Q: 3 clusters Score -3224157 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 16705 members Entering Unmasked Estep Score: -3224158.750000 Penalty: 4943.690918 Iteration 54Q: 3 clusters Score -3224159 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 16715 members Entering Unmasked Estep Score: -3224158.000000 Penalty: 4943.690918 Iteration 55Q: 3 clusters Score -3224158 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 16727 members Entering Unmasked Estep Score: -3224163.500000 Penalty: 4943.690918 Iteration 56Q: 3 clusters Score -3224164 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 16733 members Entering Unmasked Estep Score: -3224165.000000 Penalty: 4943.690918 Iteration 57Q: 3 clusters Score -3224165 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 16743 members Entering Unmasked Estep Score: -3224165.500000 Penalty: 4943.690918 Iteration 58Q: 3 clusters Score -3224166 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 16753 members Entering Unmasked Estep Score: -3224168.750000 Penalty: 4943.690918 Iteration 59Q: 3 clusters Score -3224169 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 16766 members Entering Unmasked Estep Score: -3224170.250000 Penalty: 4943.690918 Iteration 60F: 3 clusters Score -3224170 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 16777 members Entering Unmasked Estep Score: -3224179.750000 Penalty: 4943.690918 Iteration 61Q: 3 clusters Score -3224180 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 16787 members Entering Unmasked Estep Score: -3224175.250000 Penalty: 4943.690918 Iteration 62Q: 3 clusters Score -3224175 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 16794 members Entering Unmasked Estep Score: -3224168.500000 Penalty: 4943.690918 Iteration 63Q: 3 clusters Score -3224168 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 16801 members Entering Unmasked Estep Score: -3224173.500000 Penalty: 4943.690918 Iteration 64Q: 3 clusters Score -3224174 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 16806 members Entering Unmasked Estep Score: -3224166.500000 Penalty: 4943.690918 Iteration 65Q: 3 clusters Score -3224166 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 16815 members Entering Unmasked Estep Score: -3224173.250000 Penalty: 4943.690918 Iteration 66Q: 3 clusters Score -3224173 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 16822 members Entering Unmasked Estep Score: -3224180.750000 Penalty: 4943.690918 Iteration 67Q: 3 clusters Score -3224181 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 16828 members Entering Unmasked Estep Score: -3224176.500000 Penalty: 4943.690918 Iteration 68Q: 3 clusters Score -3224176 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 16833 members Entering Unmasked Estep Score: -3224180.250000 Penalty: 4943.690918 Iteration 69Q: 3 clusters Score -3224180 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 16839 members Entering Unmasked Estep Score: -3224179.750000 Penalty: 4943.690918 Iteration 70Q: 3 clusters Score -3224180 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 16843 members Entering Unmasked Estep Score: -3224179.750000 Penalty: 4943.690918 Iteration 71Q: 3 clusters Score -3224180 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 16850 members Entering Unmasked Estep Score: -3224184.250000 Penalty: 4943.690918 Iteration 72Q: 3 clusters Score -3224184 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 16858 members Entering Unmasked Estep Score: -3224181.250000 Penalty: 4943.690918 Iteration 73Q: 3 clusters Score -3224181 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 16866 members Entering Unmasked Estep Score: -3224183.750000 Penalty: 4943.690918 Iteration 74Q: 3 clusters Score -3224184 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 16873 members Entering Unmasked Estep Score: -3224186.750000 Penalty: 4943.690918 Iteration 75Q: 3 clusters Score -3224187 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 16878 members Entering Unmasked Estep Score: -3224188.500000 Penalty: 4943.690918 Iteration 76Q: 3 clusters Score -3224188 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 16887 members Entering Unmasked Estep Score: -3224184.500000 Penalty: 4943.690918 Iteration 77Q: 3 clusters Score -3224184 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 16897 members Entering Unmasked Estep Score: -3224185.750000 Penalty: 4943.690918 Iteration 78Q: 3 clusters Score -3224186 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 16901 members Entering Unmasked Estep Score: -3224186.000000 Penalty: 4943.690918 Iteration 79Q: 3 clusters Score -3224186 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 16906 members Entering Unmasked Estep Score: -3224188.500000 Penalty: 4943.690918 Iteration 80F: 3 clusters Score -3224188 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 16910 members Entering Unmasked Estep Score: -3224185.250000 Penalty: 4943.690918 Iteration 81Q: 3 clusters Score -3224185 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 16914 members Entering Unmasked Estep Score: -3224185.000000 Penalty: 4943.690918 Iteration 82Q: 3 clusters Score -3224185 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 16915 members Entering Unmasked Estep Score: -3224184.750000 Penalty: 4943.690918 Iteration 83Q: 3 clusters Score -3224185 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 16917 members Entering Unmasked Estep Score: -3224184.250000 Penalty: 4943.690918 Iteration 84Q: 3 clusters Score -3224184 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 16918 members Entering Unmasked Estep Score: -3224182.500000 Penalty: 4943.690918 Iteration 85Q: 3 clusters Score -3224182 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 16920 members Entering Unmasked Estep Score: -3224183.250000 Penalty: 4943.690918 Iteration 86Q: 3 clusters Score -3224183 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 16921 members Entering Unmasked Estep Score: -3224181.750000 Penalty: 4943.690918 Iteration 87Q: 3 clusters Score -3224182 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 16925 members Entering Unmasked Estep Score: -3224187.500000 Penalty: 4943.690918 Iteration 88Q: 3 clusters Score -3224188 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 16928 members Entering Unmasked Estep Score: -3224187.500000 Penalty: 4943.690918 Iteration 89Q: 3 clusters Score -3224188 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 16928 members Entering Unmasked Estep Score: -3224187.500000 Penalty: 4943.690918 Iteration 90F: 3 clusters Score -3224188 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84357 members Mstep: Class 2 contains 42394 members Mstep: Class 3 contains 7790 members Mstep: Class 4 contains 3881 members Mstep: Class 5 contains 31543 members Mstep: Class 6 contains 4149 members Mstep: Class 7 contains 22952 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 13853 members Mstep: Class 10 contains 7395 members Mstep: Class 11 contains 5100 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7906 members Mstep: Class 15 contains 1686 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102972 members Mstep: Class 18 contains 2904 members Mstep: Class 19 contains 8379 members Mstep: Class 20 contains 2415 members Mstep: Class 21 contains 3104 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5244 members Mstep: Class 24 contains 11441 members Mstep: Class 25 contains 5175 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3488 members Mstep: Class 29 contains 5656 members Mstep: Class 30 contains 34134 members Mstep: Class 31 contains 4386 members Mstep: Class 32 contains 1589 members Mstep: Class 33 contains 16928 members Entering Unmasked Estep Score: -65608452.000000 Penalty: 106421.570312 Splitting cluster 31 changes total score from -65608220.000000 to -65608452.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 32 (1589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Entering Unmasked Estep Score: -228220.390625 Penalty: 1827.973267 Iteration 0F: 2 clusters Score -228220.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -225959.703125 Penalty: 3655.946533 Iteration 0F: 3 clusters Score -225959.7 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -226474.421875 Penalty: 3655.946533 Iteration 1F: 3 clusters Score -226474.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -226755.578125 Penalty: 3655.946533 Iteration 2F: 3 clusters Score -226755.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -226955.546875 Penalty: 3655.946533 Iteration 3F: 3 clusters Score -226955.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -227087.578125 Penalty: 3655.946533 Iteration 4F: 3 clusters Score -227087.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -227169.265625 Penalty: 3655.946533 Iteration 5Q: 3 clusters Score -227169.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -227203.843750 Penalty: 3655.946533 Iteration 6Q: 3 clusters Score -227203.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -227240.781250 Penalty: 3655.946533 Iteration 7Q: 3 clusters Score -227240.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -227268.250000 Penalty: 3655.946533 Iteration 8Q: 3 clusters Score -227268.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -227287.234375 Penalty: 3655.946533 Iteration 9Q: 3 clusters Score -227287.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -227296.546875 Penalty: 3655.946533 Iteration 10Q: 3 clusters Score -227296.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -227304.421875 Penalty: 3655.946533 Iteration 11Q: 3 clusters Score -227304.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -227307.390625 Penalty: 3655.946533 Iteration 12Q: 3 clusters Score -227307.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -227312.531250 Penalty: 3655.946533 Iteration 13Q: 3 clusters Score -227312.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -227317.875000 Penalty: 3655.946533 Iteration 14Q: 3 clusters Score -227317.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -227318.484375 Penalty: 3655.946533 Iteration 15Q: 3 clusters Score -227318.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -227318.484375 Penalty: 3655.946533 Iteration 16F: 3 clusters Score -227318.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84357 members Mstep: Class 2 contains 42394 members Mstep: Class 3 contains 7790 members Mstep: Class 4 contains 3881 members Mstep: Class 5 contains 31543 members Mstep: Class 6 contains 4149 members Mstep: Class 7 contains 22952 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 13853 members Mstep: Class 10 contains 7395 members Mstep: Class 11 contains 5100 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7906 members Mstep: Class 15 contains 1686 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102972 members Mstep: Class 18 contains 2904 members Mstep: Class 19 contains 8379 members Mstep: Class 20 contains 2415 members Mstep: Class 21 contains 3104 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5244 members Mstep: Class 24 contains 11441 members Mstep: Class 25 contains 5175 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3488 members Mstep: Class 30 contains 34134 members Mstep: Class 31 contains 4386 members Mstep: Class 32 contains 1589 members Entering Unmasked Estep ConsiderDeletion Score: -65609128.000000 Penalty: 106421.570312 Iteration 79Q: 34 clusters Score -6.560913e+07 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 84446 members Mstep: Class 2 contains 42509 members Mstep: Class 3 contains 7826 members Mstep: Class 4 contains 3877 members Mstep: Class 5 contains 31543 members Mstep: Class 6 contains 4146 members Mstep: Class 7 contains 22952 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 13858 members Mstep: Class 10 contains 7446 members Mstep: Class 11 contains 5061 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7899 members Mstep: Class 15 contains 1685 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102995 members Mstep: Class 18 contains 2831 members Mstep: Class 19 contains 8383 members Mstep: Class 20 contains 2428 members Mstep: Class 21 contains 3104 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5243 members Mstep: Class 24 contains 11449 members Mstep: Class 25 contains 5315 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3488 members Mstep: Class 29 contains 5581 members Mstep: Class 30 contains 33917 members Mstep: Class 31 contains 4636 members Mstep: Class 32 contains 1589 members Mstep: Class 33 contains 16613 members Entering Unmasked Estep ConsiderDeletion Score: -65609824.000000 Penalty: 106421.570312 Iteration 80F: 34 clusters Score -6.560982e+07 nChanged 1743 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 84502 members Mstep: Class 2 contains 42641 members Mstep: Class 3 contains 7856 members Mstep: Class 4 contains 3868 members Mstep: Class 5 contains 31545 members Mstep: Class 6 contains 4143 members Mstep: Class 7 contains 22951 members Mstep: Class 8 contains 454 members Mstep: Class 9 contains 13182 members Mstep: Class 10 contains 7433 members Mstep: Class 11 contains 5044 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7894 members Mstep: Class 15 contains 1679 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 103003 members Mstep: Class 18 contains 2800 members Mstep: Class 19 contains 8371 members Mstep: Class 20 contains 2435 members Mstep: Class 21 contains 3105 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5242 members Mstep: Class 24 contains 11455 members Mstep: Class 25 contains 5182 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3488 members Mstep: Class 29 contains 5749 members Mstep: Class 30 contains 33681 members Mstep: Class 31 contains 4718 members Mstep: Class 32 contains 1607 members Mstep: Class 33 contains 17263 members Entering Unmasked Estep ConsiderDeletion Score: -65610572.000000 Penalty: 106421.570312 Iteration 81Q: 34 clusters Score -6.561057e+07 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 84570 members Mstep: Class 2 contains 42767 members Mstep: Class 3 contains 7884 members Mstep: Class 4 contains 3860 members Mstep: Class 5 contains 31569 members Mstep: Class 6 contains 4138 members Mstep: Class 7 contains 22952 members Mstep: Class 8 contains 443 members Mstep: Class 9 contains 12756 members Mstep: Class 10 contains 7419 members Mstep: Class 11 contains 5062 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7890 members Mstep: Class 15 contains 1677 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 103001 members Mstep: Class 18 contains 2788 members Mstep: Class 19 contains 8371 members Mstep: Class 20 contains 2443 members Mstep: Class 21 contains 3107 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5239 members Mstep: Class 24 contains 11455 members Mstep: Class 25 contains 5094 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3489 members Mstep: Class 29 contains 5848 members Mstep: Class 30 contains 33453 members Mstep: Class 31 contains 4810 members Mstep: Class 32 contains 1610 members Mstep: Class 33 contains 17598 members Entering Unmasked Estep ConsiderDeletion Score: -65611024.000000 Penalty: 106421.570312 Iteration 82Q: 34 clusters Score -6.561102e+07 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 84630 members Mstep: Class 2 contains 42913 members Mstep: Class 3 contains 7905 members Mstep: Class 4 contains 3848 members Mstep: Class 5 contains 31587 members Mstep: Class 6 contains 4136 members Mstep: Class 7 contains 22950 members Mstep: Class 8 contains 427 members Mstep: Class 9 contains 12454 members Mstep: Class 10 contains 7408 members Mstep: Class 11 contains 5099 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7884 members Mstep: Class 15 contains 1681 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 103006 members Mstep: Class 18 contains 2782 members Mstep: Class 19 contains 8369 members Mstep: Class 20 contains 2439 members Mstep: Class 21 contains 3107 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5237 members Mstep: Class 24 contains 11467 members Mstep: Class 25 contains 5040 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3489 members Mstep: Class 29 contains 5900 members Mstep: Class 30 contains 33221 members Mstep: Class 31 contains 4922 members Mstep: Class 32 contains 1621 members Mstep: Class 33 contains 17771 members Entering Unmasked Estep ConsiderDeletion Score: -65611244.000000 Penalty: 106421.570312 Iteration 83Q: 34 clusters Score -6.561124e+07 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 84672 members Mstep: Class 2 contains 43079 members Mstep: Class 3 contains 7927 members Mstep: Class 4 contains 3841 members Mstep: Class 5 contains 31608 members Mstep: Class 6 contains 4130 members Mstep: Class 7 contains 22948 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 12231 members Mstep: Class 10 contains 7397 members Mstep: Class 11 contains 5126 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7880 members Mstep: Class 15 contains 1685 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 103009 members Mstep: Class 18 contains 2779 members Mstep: Class 19 contains 8384 members Mstep: Class 20 contains 2436 members Mstep: Class 21 contains 3107 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5232 members Mstep: Class 24 contains 11482 members Mstep: Class 25 contains 4997 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3488 members Mstep: Class 29 contains 5926 members Mstep: Class 30 contains 32984 members Mstep: Class 31 contains 5037 members Mstep: Class 32 contains 1614 members Mstep: Class 33 contains 17878 members Entering Unmasked Estep ConsiderDeletion Score: -65611408.000000 Penalty: 106421.570312 Iteration 84Q: 34 clusters Score -6.561141e+07 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 84716 members Mstep: Class 2 contains 43216 members Mstep: Class 3 contains 7959 members Mstep: Class 4 contains 3840 members Mstep: Class 5 contains 31626 members Mstep: Class 6 contains 4122 members Mstep: Class 7 contains 22944 members Mstep: Class 8 contains 412 members Mstep: Class 9 contains 12070 members Mstep: Class 10 contains 7378 members Mstep: Class 11 contains 5154 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7877 members Mstep: Class 15 contains 1687 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 103016 members Mstep: Class 18 contains 2777 members Mstep: Class 19 contains 8403 members Mstep: Class 20 contains 2436 members Mstep: Class 21 contains 3107 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5227 members Mstep: Class 24 contains 11489 members Mstep: Class 25 contains 4953 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3489 members Mstep: Class 29 contains 5944 members Mstep: Class 30 contains 32758 members Mstep: Class 31 contains 5173 members Mstep: Class 32 contains 1602 members Mstep: Class 33 contains 17918 members Entering Unmasked Estep ConsiderDeletion Score: -65611700.000000 Penalty: 106421.570312 Iteration 85Q: 34 clusters Score -6.56117e+07 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 84729 members Mstep: Class 2 contains 43347 members Mstep: Class 3 contains 8008 members Mstep: Class 4 contains 3838 members Mstep: Class 5 contains 31641 members Mstep: Class 6 contains 4114 members Mstep: Class 7 contains 22944 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 11926 members Mstep: Class 10 contains 7371 members Mstep: Class 11 contains 5178 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7874 members Mstep: Class 15 contains 1697 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 103018 members Mstep: Class 18 contains 2775 members Mstep: Class 19 contains 8408 members Mstep: Class 20 contains 2440 members Mstep: Class 21 contains 3108 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5220 members Mstep: Class 24 contains 11496 members Mstep: Class 25 contains 4921 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3490 members Mstep: Class 29 contains 5967 members Mstep: Class 30 contains 32546 members Mstep: Class 31 contains 5294 members Mstep: Class 32 contains 1597 members Mstep: Class 33 contains 17938 members Entering Unmasked Estep ConsiderDeletion Score: -65611916.000000 Penalty: 106421.570312 Iteration 86Q: 34 clusters Score -6.561192e+07 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 84759 members Mstep: Class 2 contains 43474 members Mstep: Class 3 contains 8054 members Mstep: Class 4 contains 3837 members Mstep: Class 5 contains 31651 members Mstep: Class 6 contains 4109 members Mstep: Class 7 contains 22941 members Mstep: Class 8 contains 406 members Mstep: Class 9 contains 11799 members Mstep: Class 10 contains 7354 members Mstep: Class 11 contains 5200 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7874 members Mstep: Class 15 contains 1696 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 103010 members Mstep: Class 18 contains 2773 members Mstep: Class 19 contains 8416 members Mstep: Class 20 contains 2445 members Mstep: Class 21 contains 3109 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5210 members Mstep: Class 24 contains 11507 members Mstep: Class 25 contains 4895 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3493 members Mstep: Class 29 contains 5984 members Mstep: Class 30 contains 32333 members Mstep: Class 31 contains 5417 members Mstep: Class 32 contains 1591 members Mstep: Class 33 contains 17956 members Entering Unmasked Estep ConsiderDeletion Score: -65611956.000000 Penalty: 106421.570312 Iteration 87Q: 34 clusters Score -6.561196e+07 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 84790 members Mstep: Class 2 contains 43602 members Mstep: Class 3 contains 8135 members Mstep: Class 4 contains 3837 members Mstep: Class 5 contains 31665 members Mstep: Class 6 contains 4103 members Mstep: Class 7 contains 22938 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11678 members Mstep: Class 10 contains 7348 members Mstep: Class 11 contains 5217 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7876 members Mstep: Class 15 contains 1695 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102996 members Mstep: Class 18 contains 2772 members Mstep: Class 19 contains 8421 members Mstep: Class 20 contains 2445 members Mstep: Class 21 contains 3110 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5201 members Mstep: Class 24 contains 11515 members Mstep: Class 25 contains 4877 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3490 members Mstep: Class 29 contains 5990 members Mstep: Class 30 contains 32104 members Mstep: Class 31 contains 5527 members Mstep: Class 32 contains 1587 members Mstep: Class 33 contains 17969 members Entering Unmasked Estep ConsiderDeletion Score: -65612048.000000 Penalty: 106421.570312 Iteration 88Q: 34 clusters Score -6.561205e+07 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 84845 members Mstep: Class 2 contains 43745 members Mstep: Class 3 contains 8191 members Mstep: Class 4 contains 3835 members Mstep: Class 5 contains 31675 members Mstep: Class 6 contains 4100 members Mstep: Class 7 contains 22936 members Mstep: Class 8 contains 404 members Mstep: Class 9 contains 11576 members Mstep: Class 10 contains 7337 members Mstep: Class 11 contains 5227 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7880 members Mstep: Class 15 contains 1697 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102975 members Mstep: Class 18 contains 2772 members Mstep: Class 19 contains 8424 members Mstep: Class 20 contains 2442 members Mstep: Class 21 contains 3111 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5193 members Mstep: Class 24 contains 11518 members Mstep: Class 25 contains 4866 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3486 members Mstep: Class 29 contains 5995 members Mstep: Class 30 contains 31862 members Mstep: Class 31 contains 5641 members Mstep: Class 32 contains 1586 members Mstep: Class 33 contains 17974 members Entering Unmasked Estep ConsiderDeletion Score: -65612096.000000 Penalty: 106421.570312 Iteration 89Q: 34 clusters Score -6.56121e+07 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 84911 members Mstep: Class 2 contains 43876 members Mstep: Class 3 contains 8270 members Mstep: Class 4 contains 3834 members Mstep: Class 5 contains 31685 members Mstep: Class 6 contains 4095 members Mstep: Class 7 contains 22933 members Mstep: Class 8 contains 404 members Mstep: Class 9 contains 11480 members Mstep: Class 10 contains 7329 members Mstep: Class 11 contains 5231 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7873 members Mstep: Class 15 contains 1698 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102954 members Mstep: Class 18 contains 2772 members Mstep: Class 19 contains 8428 members Mstep: Class 20 contains 2434 members Mstep: Class 21 contains 3111 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5188 members Mstep: Class 24 contains 11523 members Mstep: Class 25 contains 4855 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3484 members Mstep: Class 29 contains 6007 members Mstep: Class 30 contains 31619 members Mstep: Class 31 contains 5754 members Mstep: Class 32 contains 1584 members Mstep: Class 33 contains 17961 members Entering Unmasked Estep ConsiderDeletion Score: -65612028.000000 Penalty: 106421.570312 Iteration 90Q: 34 clusters Score -6.561203e+07 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 84988 members Mstep: Class 2 contains 44016 members Mstep: Class 3 contains 8340 members Mstep: Class 4 contains 3832 members Mstep: Class 5 contains 31697 members Mstep: Class 6 contains 4094 members Mstep: Class 7 contains 22933 members Mstep: Class 8 contains 404 members Mstep: Class 9 contains 11391 members Mstep: Class 10 contains 7327 members Mstep: Class 11 contains 5235 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7868 members Mstep: Class 15 contains 1698 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102922 members Mstep: Class 18 contains 2771 members Mstep: Class 19 contains 8431 members Mstep: Class 20 contains 2428 members Mstep: Class 21 contains 3111 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5174 members Mstep: Class 24 contains 11529 members Mstep: Class 25 contains 4855 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3480 members Mstep: Class 29 contains 6016 members Mstep: Class 30 contains 31372 members Mstep: Class 31 contains 5859 members Mstep: Class 32 contains 1582 members Mstep: Class 33 contains 17940 members Entering Unmasked Estep ConsiderDeletion Score: -65612148.000000 Penalty: 106421.570312 Iteration 91Q: 34 clusters Score -6.561215e+07 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 85073 members Mstep: Class 2 contains 44159 members Mstep: Class 3 contains 8401 members Mstep: Class 4 contains 3827 members Mstep: Class 5 contains 31703 members Mstep: Class 6 contains 4093 members Mstep: Class 7 contains 22934 members Mstep: Class 8 contains 404 members Mstep: Class 9 contains 11314 members Mstep: Class 10 contains 7326 members Mstep: Class 11 contains 5237 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7863 members Mstep: Class 15 contains 1701 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102885 members Mstep: Class 18 contains 2769 members Mstep: Class 19 contains 8434 members Mstep: Class 20 contains 2428 members Mstep: Class 21 contains 3112 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5161 members Mstep: Class 24 contains 11535 members Mstep: Class 25 contains 4863 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3478 members Mstep: Class 29 contains 6021 members Mstep: Class 30 contains 31116 members Mstep: Class 31 contains 5976 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 17899 members Entering Unmasked Estep ConsiderDeletion Score: -65612328.000000 Penalty: 106421.570312 Iteration 92Q: 34 clusters Score -6.561233e+07 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 85140 members Mstep: Class 2 contains 44305 members Mstep: Class 3 contains 8456 members Mstep: Class 4 contains 3822 members Mstep: Class 5 contains 31704 members Mstep: Class 6 contains 4092 members Mstep: Class 7 contains 22932 members Mstep: Class 8 contains 404 members Mstep: Class 9 contains 11259 members Mstep: Class 10 contains 7323 members Mstep: Class 11 contains 5247 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7866 members Mstep: Class 15 contains 1705 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102858 members Mstep: Class 18 contains 2768 members Mstep: Class 19 contains 8435 members Mstep: Class 20 contains 2425 members Mstep: Class 21 contains 3112 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5151 members Mstep: Class 24 contains 11545 members Mstep: Class 25 contains 4853 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3476 members Mstep: Class 29 contains 6022 members Mstep: Class 30 contains 30872 members Mstep: Class 31 contains 6093 members Mstep: Class 32 contains 1582 members Mstep: Class 33 contains 17846 members Entering Unmasked Estep ConsiderDeletion Score: -65612448.000000 Penalty: 106421.570312 Iteration 93Q: 34 clusters Score -6.561245e+07 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 85211 members Mstep: Class 2 contains 44465 members Mstep: Class 3 contains 8506 members Mstep: Class 4 contains 3820 members Mstep: Class 5 contains 31701 members Mstep: Class 6 contains 4093 members Mstep: Class 7 contains 22934 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11221 members Mstep: Class 10 contains 7320 members Mstep: Class 11 contains 5261 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7870 members Mstep: Class 15 contains 1702 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102837 members Mstep: Class 18 contains 2766 members Mstep: Class 19 contains 8433 members Mstep: Class 20 contains 2426 members Mstep: Class 21 contains 3112 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5139 members Mstep: Class 24 contains 11545 members Mstep: Class 25 contains 4847 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3475 members Mstep: Class 29 contains 6026 members Mstep: Class 30 contains 30607 members Mstep: Class 31 contains 6215 members Mstep: Class 32 contains 1582 members Mstep: Class 33 contains 17774 members Entering Unmasked Estep ConsiderDeletion Score: -65612540.000000 Penalty: 106421.570312 Iteration 94Q: 34 clusters Score -6.561254e+07 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 85268 members Mstep: Class 2 contains 44636 members Mstep: Class 3 contains 8565 members Mstep: Class 4 contains 3818 members Mstep: Class 5 contains 31703 members Mstep: Class 6 contains 4096 members Mstep: Class 7 contains 22932 members Mstep: Class 8 contains 404 members Mstep: Class 9 contains 11169 members Mstep: Class 10 contains 7315 members Mstep: Class 11 contains 5269 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7868 members Mstep: Class 15 contains 1703 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102816 members Mstep: Class 18 contains 2766 members Mstep: Class 19 contains 8433 members Mstep: Class 20 contains 2427 members Mstep: Class 21 contains 3112 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5130 members Mstep: Class 24 contains 11547 members Mstep: Class 25 contains 4846 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3473 members Mstep: Class 29 contains 6028 members Mstep: Class 30 contains 30336 members Mstep: Class 31 contains 6325 members Mstep: Class 32 contains 1584 members Mstep: Class 33 contains 17724 members Entering Unmasked Estep ConsiderDeletion Score: -65612684.000000 Penalty: 106421.570312 Iteration 95Q: 34 clusters Score -6.561268e+07 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 85337 members Mstep: Class 2 contains 44829 members Mstep: Class 3 contains 8625 members Mstep: Class 4 contains 3817 members Mstep: Class 5 contains 31704 members Mstep: Class 6 contains 4100 members Mstep: Class 7 contains 22930 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11135 members Mstep: Class 10 contains 7312 members Mstep: Class 11 contains 5276 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7859 members Mstep: Class 15 contains 1701 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102785 members Mstep: Class 18 contains 2765 members Mstep: Class 19 contains 8435 members Mstep: Class 20 contains 2432 members Mstep: Class 21 contains 3112 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5118 members Mstep: Class 24 contains 11547 members Mstep: Class 25 contains 4844 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3471 members Mstep: Class 29 contains 6028 members Mstep: Class 30 contains 30050 members Mstep: Class 31 contains 6420 members Mstep: Class 32 contains 1584 members Mstep: Class 33 contains 17672 members Entering Unmasked Estep ConsiderDeletion Score: -65612560.000000 Penalty: 106421.570312 Iteration 96Q: 34 clusters Score -6.561256e+07 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 85379 members Mstep: Class 2 contains 45016 members Mstep: Class 3 contains 8679 members Mstep: Class 4 contains 3815 members Mstep: Class 5 contains 31701 members Mstep: Class 6 contains 4099 members Mstep: Class 7 contains 22929 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11109 members Mstep: Class 10 contains 7310 members Mstep: Class 11 contains 5281 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7863 members Mstep: Class 15 contains 1704 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102751 members Mstep: Class 18 contains 2763 members Mstep: Class 19 contains 8434 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 3112 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5113 members Mstep: Class 24 contains 11550 members Mstep: Class 25 contains 4839 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3470 members Mstep: Class 29 contains 6028 members Mstep: Class 30 contains 29784 members Mstep: Class 31 contains 6507 members Mstep: Class 32 contains 1584 members Mstep: Class 33 contains 17627 members Entering Unmasked Estep ConsiderDeletion Score: -65612740.000000 Penalty: 106421.570312 Iteration 97Q: 34 clusters Score -6.561274e+07 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 85441 members Mstep: Class 2 contains 45217 members Mstep: Class 3 contains 8733 members Mstep: Class 4 contains 3813 members Mstep: Class 5 contains 31701 members Mstep: Class 6 contains 4099 members Mstep: Class 7 contains 22923 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11075 members Mstep: Class 10 contains 7312 members Mstep: Class 11 contains 5289 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7860 members Mstep: Class 15 contains 1705 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102709 members Mstep: Class 18 contains 2763 members Mstep: Class 19 contains 8436 members Mstep: Class 20 contains 2442 members Mstep: Class 21 contains 3112 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5107 members Mstep: Class 24 contains 11556 members Mstep: Class 25 contains 4832 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3473 members Mstep: Class 29 contains 6027 members Mstep: Class 30 contains 29505 members Mstep: Class 31 contains 6597 members Mstep: Class 32 contains 1584 members Mstep: Class 33 contains 17577 members Entering Unmasked Estep ConsiderDeletion Score: -65612852.000000 Penalty: 106421.570312 Iteration 98Q: 34 clusters Score -6.561285e+07 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 85505 members Mstep: Class 2 contains 45384 members Mstep: Class 3 contains 8797 members Mstep: Class 4 contains 3811 members Mstep: Class 5 contains 31697 members Mstep: Class 6 contains 4100 members Mstep: Class 7 contains 22921 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11043 members Mstep: Class 10 contains 7311 members Mstep: Class 11 contains 5289 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7855 members Mstep: Class 15 contains 1705 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102675 members Mstep: Class 18 contains 2763 members Mstep: Class 19 contains 8438 members Mstep: Class 20 contains 2445 members Mstep: Class 21 contains 3113 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5100 members Mstep: Class 24 contains 11558 members Mstep: Class 25 contains 4823 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3472 members Mstep: Class 29 contains 6025 members Mstep: Class 30 contains 29245 members Mstep: Class 31 contains 6693 members Mstep: Class 32 contains 1584 members Mstep: Class 33 contains 17536 members Entering Unmasked Estep ConsiderDeletion Score: -65613112.000000 Penalty: 106421.570312 Iteration 99Q: 34 clusters Score -6.561311e+07 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 85565 members Mstep: Class 2 contains 45556 members Mstep: Class 3 contains 8861 members Mstep: Class 4 contains 3807 members Mstep: Class 5 contains 31699 members Mstep: Class 6 contains 4097 members Mstep: Class 7 contains 22916 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11008 members Mstep: Class 10 contains 7314 members Mstep: Class 11 contains 5286 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7853 members Mstep: Class 15 contains 1704 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102633 members Mstep: Class 18 contains 2763 members Mstep: Class 19 contains 8439 members Mstep: Class 20 contains 2445 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5094 members Mstep: Class 24 contains 11565 members Mstep: Class 25 contains 4822 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3466 members Mstep: Class 29 contains 6025 members Mstep: Class 30 contains 28993 members Mstep: Class 31 contains 6773 members Mstep: Class 32 contains 1584 members Mstep: Class 33 contains 17506 members Entering Unmasked Estep ConsiderDeletion Score: -65613268.000000 Penalty: 106421.570312 Iteration 100F: 34 clusters Score -6.561327e+07 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 85596 members Mstep: Class 2 contains 45753 members Mstep: Class 3 contains 8936 members Mstep: Class 4 contains 3804 members Mstep: Class 5 contains 31702 members Mstep: Class 6 contains 4096 members Mstep: Class 7 contains 22913 members Mstep: Class 8 contains 410 members Mstep: Class 9 contains 10967 members Mstep: Class 10 contains 7312 members Mstep: Class 11 contains 5290 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7843 members Mstep: Class 15 contains 1707 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102591 members Mstep: Class 18 contains 2762 members Mstep: Class 19 contains 8438 members Mstep: Class 20 contains 2446 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5088 members Mstep: Class 24 contains 11570 members Mstep: Class 25 contains 4821 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3467 members Mstep: Class 29 contains 6023 members Mstep: Class 30 contains 28729 members Mstep: Class 31 contains 6853 members Mstep: Class 32 contains 1587 members Mstep: Class 33 contains 17478 members Entering Unmasked Estep ConsiderDeletion Score: -65613572.000000 Penalty: 106421.570312 Iteration 101Q: 34 clusters Score -6.561357e+07 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 85643 members Mstep: Class 2 contains 45991 members Mstep: Class 3 contains 9007 members Mstep: Class 4 contains 3802 members Mstep: Class 5 contains 31700 members Mstep: Class 6 contains 4097 members Mstep: Class 7 contains 22910 members Mstep: Class 8 contains 399 members Mstep: Class 9 contains 10920 members Mstep: Class 10 contains 7316 members Mstep: Class 11 contains 5286 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7830 members Mstep: Class 15 contains 1709 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102536 members Mstep: Class 18 contains 2761 members Mstep: Class 19 contains 8439 members Mstep: Class 20 contains 2452 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5088 members Mstep: Class 24 contains 11573 members Mstep: Class 25 contains 4822 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3466 members Mstep: Class 29 contains 6021 members Mstep: Class 30 contains 28435 members Mstep: Class 31 contains 6933 members Mstep: Class 32 contains 1600 members Mstep: Class 33 contains 17446 members Entering Unmasked Estep ConsiderDeletion Score: -65613944.000000 Penalty: 106421.570312 Iteration 102Q: 34 clusters Score -6.561394e+07 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 85706 members Mstep: Class 2 contains 46264 members Mstep: Class 3 contains 9082 members Mstep: Class 4 contains 3802 members Mstep: Class 5 contains 31695 members Mstep: Class 6 contains 4098 members Mstep: Class 7 contains 22909 members Mstep: Class 8 contains 394 members Mstep: Class 9 contains 10897 members Mstep: Class 10 contains 7323 members Mstep: Class 11 contains 5288 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7822 members Mstep: Class 15 contains 1713 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102458 members Mstep: Class 18 contains 2761 members Mstep: Class 19 contains 8443 members Mstep: Class 20 contains 2456 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5080 members Mstep: Class 24 contains 11570 members Mstep: Class 25 contains 4826 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3465 members Mstep: Class 29 contains 6021 members Mstep: Class 30 contains 28103 members Mstep: Class 31 contains 7018 members Mstep: Class 32 contains 1601 members Mstep: Class 33 contains 17387 members Entering Unmasked Estep ConsiderDeletion Score: -65614028.000000 Penalty: 106421.570312 Iteration 103Q: 34 clusters Score -6.561403e+07 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 85766 members Mstep: Class 2 contains 46555 members Mstep: Class 3 contains 9148 members Mstep: Class 4 contains 3801 members Mstep: Class 5 contains 31693 members Mstep: Class 6 contains 4100 members Mstep: Class 7 contains 22909 members Mstep: Class 8 contains 394 members Mstep: Class 9 contains 10869 members Mstep: Class 10 contains 7327 members Mstep: Class 11 contains 5288 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7815 members Mstep: Class 15 contains 1715 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102407 members Mstep: Class 18 contains 2761 members Mstep: Class 19 contains 8446 members Mstep: Class 20 contains 2459 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5072 members Mstep: Class 24 contains 11568 members Mstep: Class 25 contains 4837 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3468 members Mstep: Class 29 contains 6021 members Mstep: Class 30 contains 27733 members Mstep: Class 31 contains 7090 members Mstep: Class 32 contains 1601 members Mstep: Class 33 contains 17339 members Entering Unmasked Estep ConsiderDeletion Score: -65614172.000000 Penalty: 106421.570312 Iteration 104Q: 34 clusters Score -6.561417e+07 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 85847 members Mstep: Class 2 contains 46862 members Mstep: Class 3 contains 9205 members Mstep: Class 4 contains 3799 members Mstep: Class 5 contains 31692 members Mstep: Class 6 contains 4101 members Mstep: Class 7 contains 22907 members Mstep: Class 8 contains 393 members Mstep: Class 9 contains 10840 members Mstep: Class 10 contains 7329 members Mstep: Class 11 contains 5286 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7805 members Mstep: Class 15 contains 1716 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102326 members Mstep: Class 18 contains 2761 members Mstep: Class 19 contains 8448 members Mstep: Class 20 contains 2465 members Mstep: Class 21 contains 3115 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5068 members Mstep: Class 24 contains 11570 members Mstep: Class 25 contains 4844 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3473 members Mstep: Class 29 contains 6023 members Mstep: Class 30 contains 27365 members Mstep: Class 31 contains 7172 members Mstep: Class 32 contains 1601 members Mstep: Class 33 contains 17283 members Entering Unmasked Estep ConsiderDeletion Score: -65614320.000000 Penalty: 106421.570312 Iteration 105Q: 34 clusters Score -6.561432e+07 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 85901 members Mstep: Class 2 contains 47207 members Mstep: Class 3 contains 9277 members Mstep: Class 4 contains 3798 members Mstep: Class 5 contains 31689 members Mstep: Class 6 contains 4102 members Mstep: Class 7 contains 22906 members Mstep: Class 8 contains 392 members Mstep: Class 9 contains 10795 members Mstep: Class 10 contains 7330 members Mstep: Class 11 contains 5284 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7808 members Mstep: Class 15 contains 1721 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102207 members Mstep: Class 18 contains 2761 members Mstep: Class 19 contains 8453 members Mstep: Class 20 contains 2474 members Mstep: Class 21 contains 3115 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5066 members Mstep: Class 24 contains 11568 members Mstep: Class 25 contains 4848 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3479 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 26992 members Mstep: Class 31 contains 7250 members Mstep: Class 32 contains 1600 members Mstep: Class 33 contains 17249 members Entering Unmasked Estep ConsiderDeletion Score: -65614412.000000 Penalty: 106421.570312 Iteration 106Q: 34 clusters Score -6.561441e+07 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 85987 members Mstep: Class 2 contains 47577 members Mstep: Class 3 contains 9328 members Mstep: Class 4 contains 3798 members Mstep: Class 5 contains 31682 members Mstep: Class 6 contains 4105 members Mstep: Class 7 contains 22906 members Mstep: Class 8 contains 392 members Mstep: Class 9 contains 10761 members Mstep: Class 10 contains 7335 members Mstep: Class 11 contains 5271 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7813 members Mstep: Class 15 contains 1726 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102082 members Mstep: Class 18 contains 2761 members Mstep: Class 19 contains 8452 members Mstep: Class 20 contains 2484 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5060 members Mstep: Class 24 contains 11567 members Mstep: Class 25 contains 4855 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3482 members Mstep: Class 29 contains 6025 members Mstep: Class 30 contains 26588 members Mstep: Class 31 contains 7322 members Mstep: Class 32 contains 1600 members Mstep: Class 33 contains 17223 members Entering Unmasked Estep ConsiderDeletion Score: -65614768.000000 Penalty: 106421.570312 Iteration 107Q: 34 clusters Score -6.561477e+07 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 86077 members Mstep: Class 2 contains 47932 members Mstep: Class 3 contains 9404 members Mstep: Class 4 contains 3798 members Mstep: Class 5 contains 31672 members Mstep: Class 6 contains 4106 members Mstep: Class 7 contains 22903 members Mstep: Class 8 contains 393 members Mstep: Class 9 contains 10732 members Mstep: Class 10 contains 7340 members Mstep: Class 11 contains 5268 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7813 members Mstep: Class 15 contains 1726 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 101943 members Mstep: Class 18 contains 2761 members Mstep: Class 19 contains 8451 members Mstep: Class 20 contains 2499 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5055 members Mstep: Class 24 contains 11568 members Mstep: Class 25 contains 4856 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3476 members Mstep: Class 29 contains 6027 members Mstep: Class 30 contains 26196 members Mstep: Class 31 contains 7379 members Mstep: Class 32 contains 1600 members Mstep: Class 33 contains 17207 members Entering Unmasked Estep ConsiderDeletion Score: -65614988.000000 Penalty: 106421.570312 Iteration 108Q: 34 clusters Score -6.561499e+07 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 86132 members Mstep: Class 2 contains 48357 members Mstep: Class 3 contains 9484 members Mstep: Class 4 contains 3798 members Mstep: Class 5 contains 31655 members Mstep: Class 6 contains 4105 members Mstep: Class 7 contains 22903 members Mstep: Class 8 contains 393 members Mstep: Class 9 contains 10725 members Mstep: Class 10 contains 7338 members Mstep: Class 11 contains 5277 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7819 members Mstep: Class 15 contains 1725 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 101802 members Mstep: Class 18 contains 2761 members Mstep: Class 19 contains 8451 members Mstep: Class 20 contains 2506 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5044 members Mstep: Class 24 contains 11569 members Mstep: Class 25 contains 4854 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3480 members Mstep: Class 29 contains 6032 members Mstep: Class 30 contains 25759 members Mstep: Class 31 contains 7436 members Mstep: Class 32 contains 1599 members Mstep: Class 33 contains 17178 members Entering Unmasked Estep ConsiderDeletion Score: -65615404.000000 Penalty: 106421.570312 Iteration 109Q: 34 clusters Score -6.56154e+07 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 86163 members Mstep: Class 2 contains 48805 members Mstep: Class 3 contains 9568 members Mstep: Class 4 contains 3797 members Mstep: Class 5 contains 31643 members Mstep: Class 6 contains 4103 members Mstep: Class 7 contains 22899 members Mstep: Class 8 contains 393 members Mstep: Class 9 contains 10716 members Mstep: Class 10 contains 7340 members Mstep: Class 11 contains 5275 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7817 members Mstep: Class 15 contains 1725 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 101661 members Mstep: Class 18 contains 2761 members Mstep: Class 19 contains 8456 members Mstep: Class 20 contains 2517 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5032 members Mstep: Class 24 contains 11571 members Mstep: Class 25 contains 4859 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3483 members Mstep: Class 29 contains 6035 members Mstep: Class 30 contains 25324 members Mstep: Class 31 contains 7505 members Mstep: Class 32 contains 1597 members Mstep: Class 33 contains 17137 members Entering Unmasked Estep ConsiderDeletion Score: -65615884.000000 Penalty: 106421.570312 Iteration 110Q: 34 clusters Score -6.561588e+07 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 86191 members Mstep: Class 2 contains 49310 members Mstep: Class 3 contains 9628 members Mstep: Class 4 contains 3796 members Mstep: Class 5 contains 31627 members Mstep: Class 6 contains 4102 members Mstep: Class 7 contains 22896 members Mstep: Class 8 contains 393 members Mstep: Class 9 contains 10705 members Mstep: Class 10 contains 7345 members Mstep: Class 11 contains 5277 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7817 members Mstep: Class 15 contains 1726 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 101525 members Mstep: Class 18 contains 2761 members Mstep: Class 19 contains 8456 members Mstep: Class 20 contains 2530 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5029 members Mstep: Class 24 contains 11573 members Mstep: Class 25 contains 4855 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3489 members Mstep: Class 29 contains 6037 members Mstep: Class 30 contains 24846 members Mstep: Class 31 contains 7564 members Mstep: Class 32 contains 1597 members Mstep: Class 33 contains 17107 members Entering Unmasked Estep ConsiderDeletion Score: -65616256.000000 Penalty: 106421.570312 Iteration 111Q: 34 clusters Score -6.561626e+07 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 86207 members Mstep: Class 2 contains 49824 members Mstep: Class 3 contains 9712 members Mstep: Class 4 contains 3796 members Mstep: Class 5 contains 31611 members Mstep: Class 6 contains 4102 members Mstep: Class 7 contains 22893 members Mstep: Class 8 contains 393 members Mstep: Class 9 contains 10699 members Mstep: Class 10 contains 7349 members Mstep: Class 11 contains 5278 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7823 members Mstep: Class 15 contains 1727 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 101385 members Mstep: Class 18 contains 2760 members Mstep: Class 19 contains 8454 members Mstep: Class 20 contains 2538 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5018 members Mstep: Class 24 contains 11578 members Mstep: Class 25 contains 4851 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3496 members Mstep: Class 29 contains 6038 members Mstep: Class 30 contains 24352 members Mstep: Class 31 contains 7614 members Mstep: Class 32 contains 1597 members Mstep: Class 33 contains 17087 members Entering Unmasked Estep ConsiderDeletion Score: -65616628.000000 Penalty: 106421.570312 Iteration 112Q: 34 clusters Score -6.561663e+07 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 86193 members Mstep: Class 2 contains 50323 members Mstep: Class 3 contains 9807 members Mstep: Class 4 contains 3795 members Mstep: Class 5 contains 31598 members Mstep: Class 6 contains 4103 members Mstep: Class 7 contains 22890 members Mstep: Class 8 contains 393 members Mstep: Class 9 contains 10688 members Mstep: Class 10 contains 7352 members Mstep: Class 11 contains 5280 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7837 members Mstep: Class 15 contains 1728 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 101250 members Mstep: Class 18 contains 2759 members Mstep: Class 19 contains 8456 members Mstep: Class 20 contains 2550 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5016 members Mstep: Class 24 contains 11575 members Mstep: Class 25 contains 4844 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3499 members Mstep: Class 29 contains 6043 members Mstep: Class 30 contains 23875 members Mstep: Class 31 contains 7667 members Mstep: Class 32 contains 1597 members Mstep: Class 33 contains 17064 members Entering Unmasked Estep ConsiderDeletion Score: -65617140.000000 Penalty: 106421.570312 Iteration 113Q: 34 clusters Score -6.561714e+07 nChanged 1736 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 86124 members Mstep: Class 2 contains 50790 members Mstep: Class 3 contains 9909 members Mstep: Class 4 contains 3794 members Mstep: Class 5 contains 31588 members Mstep: Class 6 contains 4103 members Mstep: Class 7 contains 22889 members Mstep: Class 8 contains 394 members Mstep: Class 9 contains 10680 members Mstep: Class 10 contains 7353 members Mstep: Class 11 contains 5284 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7850 members Mstep: Class 15 contains 1733 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 101115 members Mstep: Class 18 contains 2758 members Mstep: Class 19 contains 8454 members Mstep: Class 20 contains 2565 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5012 members Mstep: Class 24 contains 11570 members Mstep: Class 25 contains 4837 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3507 members Mstep: Class 29 contains 6045 members Mstep: Class 30 contains 23472 members Mstep: Class 31 contains 7724 members Mstep: Class 32 contains 1597 members Mstep: Class 33 contains 17035 members Entering Unmasked Estep ConsiderDeletion Score: -65617524.000000 Penalty: 106421.570312 Iteration 114Q: 34 clusters Score -6.561752e+07 nChanged 1811 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 85989 members Mstep: Class 2 contains 51222 members Mstep: Class 3 contains 10025 members Mstep: Class 4 contains 3793 members Mstep: Class 5 contains 31582 members Mstep: Class 6 contains 4100 members Mstep: Class 7 contains 22888 members Mstep: Class 8 contains 394 members Mstep: Class 9 contains 10677 members Mstep: Class 10 contains 7357 members Mstep: Class 11 contains 5289 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7856 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 101062 members Mstep: Class 18 contains 2757 members Mstep: Class 19 contains 8456 members Mstep: Class 20 contains 2587 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 5008 members Mstep: Class 24 contains 11571 members Mstep: Class 25 contains 4828 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3514 members Mstep: Class 29 contains 6047 members Mstep: Class 30 contains 23072 members Mstep: Class 31 contains 7771 members Mstep: Class 32 contains 1597 members Mstep: Class 33 contains 17003 members Entering Unmasked Estep ConsiderDeletion Score: -65618168.000000 Penalty: 106421.570312 Iteration 115Q: 34 clusters Score -6.561817e+07 nChanged 1848 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 85796 members Mstep: Class 2 contains 51604 members Mstep: Class 3 contains 10135 members Mstep: Class 4 contains 3792 members Mstep: Class 5 contains 31574 members Mstep: Class 6 contains 4103 members Mstep: Class 7 contains 22884 members Mstep: Class 8 contains 395 members Mstep: Class 9 contains 10675 members Mstep: Class 10 contains 7357 members Mstep: Class 11 contains 5291 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7851 members Mstep: Class 15 contains 1742 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 101060 members Mstep: Class 18 contains 2757 members Mstep: Class 19 contains 8457 members Mstep: Class 20 contains 2599 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4999 members Mstep: Class 24 contains 11576 members Mstep: Class 25 contains 4817 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3520 members Mstep: Class 29 contains 6049 members Mstep: Class 30 contains 22757 members Mstep: Class 31 contains 7812 members Mstep: Class 32 contains 1597 members Mstep: Class 33 contains 16983 members Entering Unmasked Estep ConsiderDeletion Score: -65618804.000000 Penalty: 106421.570312 Iteration 116Q: 34 clusters Score -6.56188e+07 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 85611 members Mstep: Class 2 contains 51909 members Mstep: Class 3 contains 10224 members Mstep: Class 4 contains 3792 members Mstep: Class 5 contains 31561 members Mstep: Class 6 contains 4102 members Mstep: Class 7 contains 22880 members Mstep: Class 8 contains 395 members Mstep: Class 9 contains 10678 members Mstep: Class 10 contains 7362 members Mstep: Class 11 contains 5290 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7854 members Mstep: Class 15 contains 1740 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 101166 members Mstep: Class 18 contains 2756 members Mstep: Class 19 contains 8463 members Mstep: Class 20 contains 2624 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4998 members Mstep: Class 24 contains 11580 members Mstep: Class 25 contains 4812 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3529 members Mstep: Class 29 contains 6050 members Mstep: Class 30 contains 22403 members Mstep: Class 31 contains 7845 members Mstep: Class 32 contains 1597 members Mstep: Class 33 contains 16961 members Entering Unmasked Estep ConsiderDeletion Score: -65619300.000000 Penalty: 106421.570312 Iteration 117Q: 34 clusters Score -6.56193e+07 nChanged 1850 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 85391 members Mstep: Class 2 contains 52150 members Mstep: Class 3 contains 10321 members Mstep: Class 4 contains 3792 members Mstep: Class 5 contains 31553 members Mstep: Class 6 contains 4102 members Mstep: Class 7 contains 22879 members Mstep: Class 8 contains 395 members Mstep: Class 9 contains 10683 members Mstep: Class 10 contains 7365 members Mstep: Class 11 contains 5289 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7844 members Mstep: Class 15 contains 1742 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 101349 members Mstep: Class 18 contains 2756 members Mstep: Class 19 contains 8463 members Mstep: Class 20 contains 2649 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4994 members Mstep: Class 24 contains 11581 members Mstep: Class 25 contains 4806 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3531 members Mstep: Class 29 contains 6054 members Mstep: Class 30 contains 22082 members Mstep: Class 31 contains 7878 members Mstep: Class 32 contains 1597 members Mstep: Class 33 contains 16936 members Entering Unmasked Estep ConsiderDeletion Score: -65619876.000000 Penalty: 106421.570312 Iteration 118Q: 34 clusters Score -6.561988e+07 nChanged 1925 Entering ConstructFrom: Score: -65619876.000000 Penalty: 106421.570312 Entering ConstructFrom: Trying to split cluster 1 (85179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85179 members Entering Unmasked Estep Score: -12434149.000000 Penalty: 2815.422607 Iteration 0F: 2 clusters Score -1.243415e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42503 members Mstep: Class 2 contains 42676 members Entering Unmasked Estep Score: -12377070.000000 Penalty: 5630.845215 Iteration 0F: 3 clusters Score -1.237707e+07 nChanged 40135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41692 members Mstep: Class 2 contains 43487 members Entering Unmasked Estep Score: -12400868.000000 Penalty: 5630.845215 Iteration 1F: 3 clusters Score -1.240087e+07 nChanged 4034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41212 members Mstep: Class 2 contains 43967 members Entering Unmasked Estep Score: -12402425.000000 Penalty: 5630.845215 Iteration 2Q: 3 clusters Score -1.240242e+07 nChanged 4199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40615 members Mstep: Class 2 contains 44564 members Entering Unmasked Estep Score: -12404281.000000 Penalty: 5630.845215 Iteration 3Q: 3 clusters Score -1.240428e+07 nChanged 4440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39925 members Mstep: Class 2 contains 45254 members Entering Unmasked Estep Score: -12406457.000000 Penalty: 5630.845215 Iteration 4F: 3 clusters Score -1.240646e+07 nChanged 4455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39272 members Mstep: Class 2 contains 45907 members Entering Unmasked Estep Score: -12408739.000000 Penalty: 5630.845215 Iteration 5F: 3 clusters Score -1.240874e+07 nChanged 4546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38606 members Mstep: Class 2 contains 46573 members Entering Unmasked Estep Score: -12411157.000000 Penalty: 5630.845215 Iteration 6F: 3 clusters Score -1.241116e+07 nChanged 4535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38059 members Mstep: Class 2 contains 47120 members Entering Unmasked Estep Score: -12413701.000000 Penalty: 5630.845215 Iteration 7F: 3 clusters Score -1.24137e+07 nChanged 4236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37673 members Mstep: Class 2 contains 47506 members Entering Unmasked Estep Score: -12415994.000000 Penalty: 5630.845215 Iteration 8Q: 3 clusters Score -1.241599e+07 nChanged 3702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37379 members Mstep: Class 2 contains 47800 members Entering Unmasked Estep Score: -12417832.000000 Penalty: 5630.845215 Iteration 9Q: 3 clusters Score -1.241783e+07 nChanged 2820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37149 members Mstep: Class 2 contains 48030 members Entering Unmasked Estep Score: -12418794.000000 Penalty: 5630.845215 Iteration 10Q: 3 clusters Score -1.241879e+07 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36947 members Mstep: Class 2 contains 48232 members Entering Unmasked Estep Score: -12419367.000000 Penalty: 5630.845215 Iteration 11Q: 3 clusters Score -1.241937e+07 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36844 members Mstep: Class 2 contains 48335 members Entering Unmasked Estep Score: -12419571.000000 Penalty: 5630.845215 Iteration 12Q: 3 clusters Score -1.241957e+07 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36762 members Mstep: Class 2 contains 48417 members Entering Unmasked Estep Score: -12419688.000000 Penalty: 5630.845215 Iteration 13Q: 3 clusters Score -1.241969e+07 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36672 members Mstep: Class 2 contains 48507 members Entering Unmasked Estep Score: -12419842.000000 Penalty: 5630.845215 Iteration 14Q: 3 clusters Score -1.241984e+07 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36581 members Mstep: Class 2 contains 48598 members Entering Unmasked Estep Score: -12419982.000000 Penalty: 5630.845215 Iteration 15Q: 3 clusters Score -1.241998e+07 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36476 members Mstep: Class 2 contains 48703 members Entering Unmasked Estep Score: -12420082.000000 Penalty: 5630.845215 Iteration 16Q: 3 clusters Score -1.242008e+07 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36381 members Mstep: Class 2 contains 48798 members Entering Unmasked Estep Score: -12420146.000000 Penalty: 5630.845215 Iteration 17Q: 3 clusters Score -1.242015e+07 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36287 members Mstep: Class 2 contains 48892 members Entering Unmasked Estep Score: -12420147.000000 Penalty: 5630.845215 Iteration 18Q: 3 clusters Score -1.242015e+07 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36198 members Mstep: Class 2 contains 48981 members Entering Unmasked Estep Score: -12420215.000000 Penalty: 5630.845215 Iteration 19Q: 3 clusters Score -1.242022e+07 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36096 members Mstep: Class 2 contains 49083 members Entering Unmasked Estep Score: -12420278.000000 Penalty: 5630.845215 Iteration 20F: 3 clusters Score -1.242028e+07 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35975 members Mstep: Class 2 contains 49204 members Entering Unmasked Estep Score: -12420333.000000 Penalty: 5630.845215 Iteration 21Q: 3 clusters Score -1.242033e+07 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35827 members Mstep: Class 2 contains 49352 members Entering Unmasked Estep Score: -12420406.000000 Penalty: 5630.845215 Iteration 22Q: 3 clusters Score -1.242041e+07 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35642 members Mstep: Class 2 contains 49537 members Entering Unmasked Estep Score: -12420497.000000 Penalty: 5630.845215 Iteration 23Q: 3 clusters Score -1.24205e+07 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35474 members Mstep: Class 2 contains 49705 members Entering Unmasked Estep Score: -12420507.000000 Penalty: 5630.845215 Iteration 24Q: 3 clusters Score -1.242051e+07 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35251 members Mstep: Class 2 contains 49928 members Entering Unmasked Estep Score: -12420627.000000 Penalty: 5630.845215 Iteration 25Q: 3 clusters Score -1.242063e+07 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35060 members Mstep: Class 2 contains 50119 members Entering Unmasked Estep Score: -12420652.000000 Penalty: 5630.845215 Iteration 26Q: 3 clusters Score -1.242065e+07 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34865 members Mstep: Class 2 contains 50314 members Entering Unmasked Estep Score: -12420669.000000 Penalty: 5630.845215 Iteration 27Q: 3 clusters Score -1.242067e+07 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34667 members Mstep: Class 2 contains 50512 members Entering Unmasked Estep Score: -12420767.000000 Penalty: 5630.845215 Iteration 28Q: 3 clusters Score -1.242077e+07 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34420 members Mstep: Class 2 contains 50759 members Entering Unmasked Estep Score: -12420848.000000 Penalty: 5630.845215 Iteration 29Q: 3 clusters Score -1.242085e+07 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34199 members Mstep: Class 2 contains 50980 members Entering Unmasked Estep Score: -12420880.000000 Penalty: 5630.845215 Iteration 30Q: 3 clusters Score -1.242088e+07 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33997 members Mstep: Class 2 contains 51182 members Entering Unmasked Estep Score: -12420971.000000 Penalty: 5630.845215 Iteration 31Q: 3 clusters Score -1.242097e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33753 members Mstep: Class 2 contains 51426 members Entering Unmasked Estep Score: -12420990.000000 Penalty: 5630.845215 Iteration 32Q: 3 clusters Score -1.242099e+07 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33495 members Mstep: Class 2 contains 51684 members Entering Unmasked Estep Score: -12421068.000000 Penalty: 5630.845215 Iteration 33Q: 3 clusters Score -1.242107e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33254 members Mstep: Class 2 contains 51925 members Entering Unmasked Estep Score: -12421097.000000 Penalty: 5630.845215 Iteration 34Q: 3 clusters Score -1.24211e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32999 members Mstep: Class 2 contains 52180 members Entering Unmasked Estep Score: -12421154.000000 Penalty: 5630.845215 Iteration 35Q: 3 clusters Score -1.242115e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32729 members Mstep: Class 2 contains 52450 members Entering Unmasked Estep Score: -12421179.000000 Penalty: 5630.845215 Iteration 36Q: 3 clusters Score -1.242118e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32448 members Mstep: Class 2 contains 52731 members Entering Unmasked Estep Score: -12421198.000000 Penalty: 5630.845215 Iteration 37Q: 3 clusters Score -1.24212e+07 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32170 members Mstep: Class 2 contains 53009 members Entering Unmasked Estep Score: -12421243.000000 Penalty: 5630.845215 Iteration 38Q: 3 clusters Score -1.242124e+07 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31849 members Mstep: Class 2 contains 53330 members Entering Unmasked Estep Score: -12421279.000000 Penalty: 5630.845215 Iteration 39Q: 3 clusters Score -1.242128e+07 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31508 members Mstep: Class 2 contains 53671 members Entering Unmasked Estep Score: -12421354.000000 Penalty: 5630.845215 Iteration 40F: 3 clusters Score -1.242135e+07 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31128 members Mstep: Class 2 contains 54051 members Entering Unmasked Estep Score: -12421382.000000 Penalty: 5630.845215 Iteration 41Q: 3 clusters Score -1.242138e+07 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30746 members Mstep: Class 2 contains 54433 members Entering Unmasked Estep Score: -12421436.000000 Penalty: 5630.845215 Iteration 42Q: 3 clusters Score -1.242144e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30365 members Mstep: Class 2 contains 54814 members Entering Unmasked Estep Score: -12421541.000000 Penalty: 5630.845215 Iteration 43Q: 3 clusters Score -1.242154e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29974 members Mstep: Class 2 contains 55205 members Entering Unmasked Estep Score: -12421616.000000 Penalty: 5630.845215 Iteration 44Q: 3 clusters Score -1.242162e+07 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29529 members Mstep: Class 2 contains 55650 members Entering Unmasked Estep Score: -12421651.000000 Penalty: 5630.845215 Iteration 45Q: 3 clusters Score -1.242165e+07 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29083 members Mstep: Class 2 contains 56096 members Entering Unmasked Estep Score: -12421733.000000 Penalty: 5630.845215 Iteration 46Q: 3 clusters Score -1.242173e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28591 members Mstep: Class 2 contains 56588 members Entering Unmasked Estep Score: -12421769.000000 Penalty: 5630.845215 Iteration 47Q: 3 clusters Score -1.242177e+07 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28078 members Mstep: Class 2 contains 57101 members Entering Unmasked Estep Score: -12421875.000000 Penalty: 5630.845215 Iteration 48Q: 3 clusters Score -1.242188e+07 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27520 members Mstep: Class 2 contains 57659 members Entering Unmasked Estep Score: -12421964.000000 Penalty: 5630.845215 Iteration 49Q: 3 clusters Score -1.242196e+07 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26935 members Mstep: Class 2 contains 58244 members Entering Unmasked Estep Score: -12422036.000000 Penalty: 5630.845215 Iteration 50Q: 3 clusters Score -1.242204e+07 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26291 members Mstep: Class 2 contains 58888 members Entering Unmasked Estep Score: -12422183.000000 Penalty: 5630.845215 Iteration 51Q: 3 clusters Score -1.242218e+07 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25618 members Mstep: Class 2 contains 59561 members Entering Unmasked Estep Score: -12422251.000000 Penalty: 5630.845215 Iteration 52Q: 3 clusters Score -1.242225e+07 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24894 members Mstep: Class 2 contains 60285 members Entering Unmasked Estep Score: -12422338.000000 Penalty: 5630.845215 Iteration 53Q: 3 clusters Score -1.242234e+07 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24116 members Mstep: Class 2 contains 61063 members Entering Unmasked Estep Score: -12422444.000000 Penalty: 5630.845215 Iteration 54Q: 3 clusters Score -1.242244e+07 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23218 members Mstep: Class 2 contains 61961 members Entering Unmasked Estep Score: -12422644.000000 Penalty: 5630.845215 Iteration 55Q: 3 clusters Score -1.242264e+07 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22246 members Mstep: Class 2 contains 62933 members Entering Unmasked Estep Score: -12422857.000000 Penalty: 5630.845215 Iteration 56Q: 3 clusters Score -1.242286e+07 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21242 members Mstep: Class 2 contains 63937 members Entering Unmasked Estep Score: -12423091.000000 Penalty: 5630.845215 Iteration 57Q: 3 clusters Score -1.242309e+07 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20195 members Mstep: Class 2 contains 64984 members Entering Unmasked Estep Score: -12423479.000000 Penalty: 5630.845215 Iteration 58Q: 3 clusters Score -1.242348e+07 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19123 members Mstep: Class 2 contains 66056 members Entering Unmasked Estep Score: -12423766.000000 Penalty: 5630.845215 Iteration 59Q: 3 clusters Score -1.242377e+07 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18037 members Mstep: Class 2 contains 67142 members Entering Unmasked Estep Score: -12424049.000000 Penalty: 5630.845215 Iteration 60F: 3 clusters Score -1.242405e+07 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16877 members Mstep: Class 2 contains 68302 members Entering Unmasked Estep Score: -12424432.000000 Penalty: 5630.845215 Iteration 61Q: 3 clusters Score -1.242443e+07 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15622 members Mstep: Class 2 contains 69557 members Entering Unmasked Estep Score: -12424865.000000 Penalty: 5630.845215 Iteration 62Q: 3 clusters Score -1.242486e+07 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14339 members Mstep: Class 2 contains 70840 members Entering Unmasked Estep Score: -12425283.000000 Penalty: 5630.845215 Iteration 63Q: 3 clusters Score -1.242528e+07 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12958 members Mstep: Class 2 contains 72221 members Entering Unmasked Estep Score: -12425832.000000 Penalty: 5630.845215 Iteration 64Q: 3 clusters Score -1.242583e+07 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11539 members Mstep: Class 2 contains 73640 members Entering Unmasked Estep Score: -12426486.000000 Penalty: 5630.845215 Iteration 65Q: 3 clusters Score -1.242649e+07 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10150 members Mstep: Class 2 contains 75029 members Entering Unmasked Estep Score: -12427167.000000 Penalty: 5630.845215 Iteration 66Q: 3 clusters Score -1.242717e+07 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8826 members Mstep: Class 2 contains 76353 members Entering Unmasked Estep Score: -12427885.000000 Penalty: 5630.845215 Iteration 67Q: 3 clusters Score -1.242788e+07 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7583 members Mstep: Class 2 contains 77596 members Entering Unmasked Estep Score: -12428573.000000 Penalty: 5630.845215 Iteration 68Q: 3 clusters Score -1.242857e+07 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 78775 members Entering Unmasked Estep Score: -12429179.000000 Penalty: 5630.845215 Iteration 69Q: 3 clusters Score -1.242918e+07 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 79857 members Entering Unmasked Estep Score: -12429784.000000 Penalty: 5630.845215 Iteration 70Q: 3 clusters Score -1.242978e+07 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 80770 members Entering Unmasked Estep Score: -12430386.000000 Penalty: 5630.845215 Iteration 71Q: 3 clusters Score -1.243039e+07 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 81524 members Entering Unmasked Estep Score: -12430828.000000 Penalty: 5630.845215 Iteration 72Q: 3 clusters Score -1.243083e+07 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 82140 members Entering Unmasked Estep Score: -12431159.000000 Penalty: 5630.845215 Iteration 73Q: 3 clusters Score -1.243116e+07 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 82592 members Entering Unmasked Estep Score: -12431447.000000 Penalty: 5630.845215 Iteration 74Q: 3 clusters Score -1.243145e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 82944 members Entering Unmasked Estep Score: -12431631.000000 Penalty: 5630.845215 Iteration 75Q: 3 clusters Score -1.243163e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 83202 members Entering Unmasked Estep Score: -12431811.000000 Penalty: 5630.845215 Iteration 76Q: 3 clusters Score -1.243181e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 83383 members Entering Unmasked Estep Score: -12431931.000000 Penalty: 5630.845215 Iteration 77Q: 3 clusters Score -1.243193e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 83517 members Entering Unmasked Estep Score: -12432033.000000 Penalty: 5630.845215 Iteration 78Q: 3 clusters Score -1.243203e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 83633 members Entering Unmasked Estep Score: -12432120.000000 Penalty: 5630.845215 Iteration 79Q: 3 clusters Score -1.243212e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 83711 members Entering Unmasked Estep Score: -12432170.000000 Penalty: 5630.845215 Iteration 80F: 3 clusters Score -1.243217e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 83771 members Entering Unmasked Estep Score: -12432199.000000 Penalty: 5630.845215 Iteration 81Q: 3 clusters Score -1.24322e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 83817 members Entering Unmasked Estep Score: -12432226.000000 Penalty: 5630.845215 Iteration 82Q: 3 clusters Score -1.243223e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 83839 members Entering Unmasked Estep Score: -12432267.000000 Penalty: 5630.845215 Iteration 83Q: 3 clusters Score -1.243227e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 83863 members Entering Unmasked Estep Score: -12432281.000000 Penalty: 5630.845215 Iteration 84Q: 3 clusters Score -1.243228e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 83886 members Entering Unmasked Estep Score: -12432290.000000 Penalty: 5630.845215 Iteration 85Q: 3 clusters Score -1.243229e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 83904 members Entering Unmasked Estep Score: -12432301.000000 Penalty: 5630.845215 Iteration 86Q: 3 clusters Score -1.24323e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 83919 members Entering Unmasked Estep Score: -12432313.000000 Penalty: 5630.845215 Iteration 87Q: 3 clusters Score -1.243231e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 83934 members Entering Unmasked Estep Score: -12432312.000000 Penalty: 5630.845215 Iteration 88Q: 3 clusters Score -1.243231e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 83943 members Entering Unmasked Estep Score: -12432319.000000 Penalty: 5630.845215 Iteration 89Q: 3 clusters Score -1.243232e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 83947 members Entering Unmasked Estep Score: -12432331.000000 Penalty: 5630.845215 Iteration 90Q: 3 clusters Score -1.243233e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 83954 members Entering Unmasked Estep Score: -12432342.000000 Penalty: 5630.845215 Iteration 91Q: 3 clusters Score -1.243234e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 83960 members Entering Unmasked Estep Score: -12432363.000000 Penalty: 5630.845215 Iteration 92Q: 3 clusters Score -1.243236e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 83961 members Entering Unmasked Estep Score: -12432361.000000 Penalty: 5630.845215 Iteration 93Q: 3 clusters Score -1.243236e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 83963 members Entering Unmasked Estep Score: -12432358.000000 Penalty: 5630.845215 Iteration 94Q: 3 clusters Score -1.243236e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 83971 members Entering Unmasked Estep Score: -12432360.000000 Penalty: 5630.845215 Iteration 95Q: 3 clusters Score -1.243236e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 83973 members Entering Unmasked Estep Score: -12432360.000000 Penalty: 5630.845215 Iteration 96Q: 3 clusters Score -1.243236e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 83973 members Entering Unmasked Estep Score: -12432364.000000 Penalty: 5630.845215 Iteration 97Q: 3 clusters Score -1.243236e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 83975 members Entering Unmasked Estep Score: -12432360.000000 Penalty: 5630.845215 Iteration 98Q: 3 clusters Score -1.243236e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 83981 members Entering Unmasked Estep Score: -12432370.000000 Penalty: 5630.845215 Iteration 99Q: 3 clusters Score -1.243237e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 83986 members Entering Unmasked Estep Score: -12432380.000000 Penalty: 5630.845215 Iteration 100F: 3 clusters Score -1.243238e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 83994 members Entering Unmasked Estep Score: -12432376.000000 Penalty: 5630.845215 Iteration 101Q: 3 clusters Score -1.243238e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 84000 members Entering Unmasked Estep Score: -12432379.000000 Penalty: 5630.845215 Iteration 102Q: 3 clusters Score -1.243238e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 84003 members Entering Unmasked Estep Score: -12432390.000000 Penalty: 5630.845215 Iteration 103Q: 3 clusters Score -1.243239e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 84010 members Entering Unmasked Estep Score: -12432392.000000 Penalty: 5630.845215 Iteration 104Q: 3 clusters Score -1.243239e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 84013 members Entering Unmasked Estep Score: -12432391.000000 Penalty: 5630.845215 Iteration 105Q: 3 clusters Score -1.243239e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 84012 members Entering Unmasked Estep Score: -12432380.000000 Penalty: 5630.845215 Iteration 106Q: 3 clusters Score -1.243238e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 84014 members Entering Unmasked Estep Score: -12432382.000000 Penalty: 5630.845215 Iteration 107Q: 3 clusters Score -1.243238e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 84013 members Entering Unmasked Estep Score: -12432377.000000 Penalty: 5630.845215 Iteration 108Q: 3 clusters Score -1.243238e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 84013 members Entering Unmasked Estep Score: -12432377.000000 Penalty: 5630.845215 Iteration 109F: 3 clusters Score -1.243238e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (52345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52345 members Entering Unmasked Estep Score: -7938365.500000 Penalty: 2694.671875 Iteration 0F: 2 clusters Score -7938366 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26102 members Mstep: Class 2 contains 26243 members Entering Unmasked Estep Score: -7903287.000000 Penalty: 5389.343750 Iteration 0F: 3 clusters Score -7903287 nChanged 24096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26076 members Mstep: Class 2 contains 26269 members Entering Unmasked Estep Score: -7916875.500000 Penalty: 5389.343750 Iteration 1F: 3 clusters Score -7916876 nChanged 2424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26362 members Mstep: Class 2 contains 25983 members Entering Unmasked Estep Score: -7917879.500000 Penalty: 5389.343750 Iteration 2Q: 3 clusters Score -7917880 nChanged 2896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27050 members Mstep: Class 2 contains 25295 members Entering Unmasked Estep Score: -7919625.000000 Penalty: 5389.343750 Iteration 3F: 3 clusters Score -7919625 nChanged 3883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28361 members Mstep: Class 2 contains 23984 members Entering Unmasked Estep Score: -7922908.500000 Penalty: 5389.343750 Iteration 4F: 3 clusters Score -7922908 nChanged 4756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29959 members Mstep: Class 2 contains 22386 members Entering Unmasked Estep Score: -7927253.000000 Penalty: 5389.343750 Iteration 5F: 3 clusters Score -7927253 nChanged 4621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31158 members Mstep: Class 2 contains 21187 members Entering Unmasked Estep Score: -7930852.000000 Penalty: 5389.343750 Iteration 6F: 3 clusters Score -7930852 nChanged 3562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31694 members Mstep: Class 2 contains 20651 members Entering Unmasked Estep Score: -7932876.000000 Penalty: 5389.343750 Iteration 7F: 3 clusters Score -7932876 nChanged 2425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31769 members Mstep: Class 2 contains 20576 members Entering Unmasked Estep Score: -7933792.000000 Penalty: 5389.343750 Iteration 8Q: 3 clusters Score -7933792 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31644 members Mstep: Class 2 contains 20701 members Entering Unmasked Estep Score: -7934171.000000 Penalty: 5389.343750 Iteration 9Q: 3 clusters Score -7934171 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31415 members Mstep: Class 2 contains 20930 members Entering Unmasked Estep Score: -7934318.000000 Penalty: 5389.343750 Iteration 10Q: 3 clusters Score -7934318 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31165 members Mstep: Class 2 contains 21180 members Entering Unmasked Estep Score: -7934378.500000 Penalty: 5389.343750 Iteration 11Q: 3 clusters Score -7934378 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30886 members Mstep: Class 2 contains 21459 members Entering Unmasked Estep Score: -7934400.500000 Penalty: 5389.343750 Iteration 12Q: 3 clusters Score -7934400 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30602 members Mstep: Class 2 contains 21743 members Entering Unmasked Estep Score: -7934458.000000 Penalty: 5389.343750 Iteration 13Q: 3 clusters Score -7934458 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30307 members Mstep: Class 2 contains 22038 members Entering Unmasked Estep Score: -7934478.000000 Penalty: 5389.343750 Iteration 14Q: 3 clusters Score -7934478 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30022 members Mstep: Class 2 contains 22323 members Entering Unmasked Estep Score: -7934532.000000 Penalty: 5389.343750 Iteration 15Q: 3 clusters Score -7934532 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29713 members Mstep: Class 2 contains 22632 members Entering Unmasked Estep Score: -7934544.000000 Penalty: 5389.343750 Iteration 16Q: 3 clusters Score -7934544 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29354 members Mstep: Class 2 contains 22991 members Entering Unmasked Estep Score: -7934591.500000 Penalty: 5389.343750 Iteration 17Q: 3 clusters Score -7934592 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28988 members Mstep: Class 2 contains 23357 members Entering Unmasked Estep Score: -7934653.500000 Penalty: 5389.343750 Iteration 18Q: 3 clusters Score -7934654 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28608 members Mstep: Class 2 contains 23737 members Entering Unmasked Estep Score: -7934707.500000 Penalty: 5389.343750 Iteration 19Q: 3 clusters Score -7934708 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28190 members Mstep: Class 2 contains 24155 members Entering Unmasked Estep Score: -7934740.500000 Penalty: 5389.343750 Iteration 20F: 3 clusters Score -7934740 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27743 members Mstep: Class 2 contains 24602 members Entering Unmasked Estep Score: -7934807.500000 Penalty: 5389.343750 Iteration 21Q: 3 clusters Score -7934808 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27296 members Mstep: Class 2 contains 25049 members Entering Unmasked Estep Score: -7934876.000000 Penalty: 5389.343750 Iteration 22Q: 3 clusters Score -7934876 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26795 members Mstep: Class 2 contains 25550 members Entering Unmasked Estep Score: -7934945.500000 Penalty: 5389.343750 Iteration 23Q: 3 clusters Score -7934946 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26242 members Mstep: Class 2 contains 26103 members Entering Unmasked Estep Score: -7935016.500000 Penalty: 5389.343750 Iteration 24Q: 3 clusters Score -7935016 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25648 members Mstep: Class 2 contains 26697 members Entering Unmasked Estep Score: -7935061.000000 Penalty: 5389.343750 Iteration 25Q: 3 clusters Score -7935061 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25064 members Mstep: Class 2 contains 27281 members Entering Unmasked Estep Score: -7935166.000000 Penalty: 5389.343750 Iteration 26Q: 3 clusters Score -7935166 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24441 members Mstep: Class 2 contains 27904 members Entering Unmasked Estep Score: -7935274.500000 Penalty: 5389.343750 Iteration 27Q: 3 clusters Score -7935274 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23812 members Mstep: Class 2 contains 28533 members Entering Unmasked Estep Score: -7935429.000000 Penalty: 5389.343750 Iteration 28Q: 3 clusters Score -7935429 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23153 members Mstep: Class 2 contains 29192 members Entering Unmasked Estep Score: -7935538.000000 Penalty: 5389.343750 Iteration 29Q: 3 clusters Score -7935538 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22467 members Mstep: Class 2 contains 29878 members Entering Unmasked Estep Score: -7935637.500000 Penalty: 5389.343750 Iteration 30Q: 3 clusters Score -7935638 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21801 members Mstep: Class 2 contains 30544 members Entering Unmasked Estep Score: -7935770.500000 Penalty: 5389.343750 Iteration 31Q: 3 clusters Score -7935770 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21107 members Mstep: Class 2 contains 31238 members Entering Unmasked Estep Score: -7935907.500000 Penalty: 5389.343750 Iteration 32Q: 3 clusters Score -7935908 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20392 members Mstep: Class 2 contains 31953 members Entering Unmasked Estep Score: -7935998.000000 Penalty: 5389.343750 Iteration 33Q: 3 clusters Score -7935998 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19681 members Mstep: Class 2 contains 32664 members Entering Unmasked Estep Score: -7936139.500000 Penalty: 5389.343750 Iteration 34Q: 3 clusters Score -7936140 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18992 members Mstep: Class 2 contains 33353 members Entering Unmasked Estep Score: -7936297.500000 Penalty: 5389.343750 Iteration 35Q: 3 clusters Score -7936298 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18300 members Mstep: Class 2 contains 34045 members Entering Unmasked Estep Score: -7936434.000000 Penalty: 5389.343750 Iteration 36Q: 3 clusters Score -7936434 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17614 members Mstep: Class 2 contains 34731 members Entering Unmasked Estep Score: -7936548.000000 Penalty: 5389.343750 Iteration 37Q: 3 clusters Score -7936548 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16903 members Mstep: Class 2 contains 35442 members Entering Unmasked Estep Score: -7936678.500000 Penalty: 5389.343750 Iteration 38Q: 3 clusters Score -7936678 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16233 members Mstep: Class 2 contains 36112 members Entering Unmasked Estep Score: -7936795.000000 Penalty: 5389.343750 Iteration 39Q: 3 clusters Score -7936795 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15577 members Mstep: Class 2 contains 36768 members Entering Unmasked Estep Score: -7936897.000000 Penalty: 5389.343750 Iteration 40F: 3 clusters Score -7936897 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14953 members Mstep: Class 2 contains 37392 members Entering Unmasked Estep Score: -7936978.500000 Penalty: 5389.343750 Iteration 41Q: 3 clusters Score -7936978 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14377 members Mstep: Class 2 contains 37968 members Entering Unmasked Estep Score: -7937106.500000 Penalty: 5389.343750 Iteration 42Q: 3 clusters Score -7937106 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13833 members Mstep: Class 2 contains 38512 members Entering Unmasked Estep Score: -7937193.500000 Penalty: 5389.343750 Iteration 43Q: 3 clusters Score -7937194 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13329 members Mstep: Class 2 contains 39016 members Entering Unmasked Estep Score: -7937270.000000 Penalty: 5389.343750 Iteration 44Q: 3 clusters Score -7937270 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12851 members Mstep: Class 2 contains 39494 members Entering Unmasked Estep Score: -7937327.500000 Penalty: 5389.343750 Iteration 45Q: 3 clusters Score -7937328 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12410 members Mstep: Class 2 contains 39935 members Entering Unmasked Estep Score: -7937414.000000 Penalty: 5389.343750 Iteration 46Q: 3 clusters Score -7937414 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11988 members Mstep: Class 2 contains 40357 members Entering Unmasked Estep Score: -7937472.500000 Penalty: 5389.343750 Iteration 47Q: 3 clusters Score -7937472 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11626 members Mstep: Class 2 contains 40719 members Entering Unmasked Estep Score: -7937536.500000 Penalty: 5389.343750 Iteration 48Q: 3 clusters Score -7937536 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11298 members Mstep: Class 2 contains 41047 members Entering Unmasked Estep Score: -7937603.000000 Penalty: 5389.343750 Iteration 49Q: 3 clusters Score -7937603 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10978 members Mstep: Class 2 contains 41367 members Entering Unmasked Estep Score: -7937669.500000 Penalty: 5389.343750 Iteration 50Q: 3 clusters Score -7937670 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10668 members Mstep: Class 2 contains 41677 members Entering Unmasked Estep Score: -7937697.000000 Penalty: 5389.343750 Iteration 51Q: 3 clusters Score -7937697 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10389 members Mstep: Class 2 contains 41956 members Entering Unmasked Estep Score: -7937744.500000 Penalty: 5389.343750 Iteration 52Q: 3 clusters Score -7937744 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10121 members Mstep: Class 2 contains 42224 members Entering Unmasked Estep Score: -7937783.500000 Penalty: 5389.343750 Iteration 53Q: 3 clusters Score -7937784 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9871 members Mstep: Class 2 contains 42474 members Entering Unmasked Estep Score: -7937814.500000 Penalty: 5389.343750 Iteration 54Q: 3 clusters Score -7937814 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9641 members Mstep: Class 2 contains 42704 members Entering Unmasked Estep Score: -7937848.500000 Penalty: 5389.343750 Iteration 55Q: 3 clusters Score -7937848 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9433 members Mstep: Class 2 contains 42912 members Entering Unmasked Estep Score: -7937904.000000 Penalty: 5389.343750 Iteration 56Q: 3 clusters Score -7937904 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9268 members Mstep: Class 2 contains 43077 members Entering Unmasked Estep Score: -7937920.500000 Penalty: 5389.343750 Iteration 57Q: 3 clusters Score -7937920 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9129 members Mstep: Class 2 contains 43216 members Entering Unmasked Estep Score: -7937927.500000 Penalty: 5389.343750 Iteration 58Q: 3 clusters Score -7937928 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9004 members Mstep: Class 2 contains 43341 members Entering Unmasked Estep Score: -7937951.500000 Penalty: 5389.343750 Iteration 59Q: 3 clusters Score -7937952 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 43451 members Entering Unmasked Estep Score: -7937951.500000 Penalty: 5389.343750 Iteration 60F: 3 clusters Score -7937952 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8785 members Mstep: Class 2 contains 43560 members Entering Unmasked Estep Score: -7937955.500000 Penalty: 5389.343750 Iteration 61Q: 3 clusters Score -7937956 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8674 members Mstep: Class 2 contains 43671 members Entering Unmasked Estep Score: -7937963.000000 Penalty: 5389.343750 Iteration 62Q: 3 clusters Score -7937963 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8564 members Mstep: Class 2 contains 43781 members Entering Unmasked Estep Score: -7937975.000000 Penalty: 5389.343750 Iteration 63Q: 3 clusters Score -7937975 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8454 members Mstep: Class 2 contains 43891 members Entering Unmasked Estep Score: -7938008.000000 Penalty: 5389.343750 Iteration 64Q: 3 clusters Score -7938008 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8353 members Mstep: Class 2 contains 43992 members Entering Unmasked Estep Score: -7938004.000000 Penalty: 5389.343750 Iteration 65Q: 3 clusters Score -7938004 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8257 members Mstep: Class 2 contains 44088 members Entering Unmasked Estep Score: -7938017.500000 Penalty: 5389.343750 Iteration 66Q: 3 clusters Score -7938018 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8184 members Mstep: Class 2 contains 44161 members Entering Unmasked Estep Score: -7938016.500000 Penalty: 5389.343750 Iteration 67Q: 3 clusters Score -7938016 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8129 members Mstep: Class 2 contains 44216 members Entering Unmasked Estep Score: -7938003.000000 Penalty: 5389.343750 Iteration 68Q: 3 clusters Score -7938003 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8083 members Mstep: Class 2 contains 44262 members Entering Unmasked Estep Score: -7938004.000000 Penalty: 5389.343750 Iteration 69Q: 3 clusters Score -7938004 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8042 members Mstep: Class 2 contains 44303 members Entering Unmasked Estep Score: -7938019.000000 Penalty: 5389.343750 Iteration 70Q: 3 clusters Score -7938019 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7994 members Mstep: Class 2 contains 44351 members Entering Unmasked Estep Score: -7938030.500000 Penalty: 5389.343750 Iteration 71Q: 3 clusters Score -7938030 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7947 members Mstep: Class 2 contains 44398 members Entering Unmasked Estep Score: -7938014.500000 Penalty: 5389.343750 Iteration 72Q: 3 clusters Score -7938014 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7900 members Mstep: Class 2 contains 44445 members Entering Unmasked Estep Score: -7938022.500000 Penalty: 5389.343750 Iteration 73Q: 3 clusters Score -7938022 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7861 members Mstep: Class 2 contains 44484 members Entering Unmasked Estep Score: -7938017.000000 Penalty: 5389.343750 Iteration 74Q: 3 clusters Score -7938017 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7833 members Mstep: Class 2 contains 44512 members Entering Unmasked Estep Score: -7938017.500000 Penalty: 5389.343750 Iteration 75Q: 3 clusters Score -7938018 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7806 members Mstep: Class 2 contains 44539 members Entering Unmasked Estep Score: -7938025.500000 Penalty: 5389.343750 Iteration 76Q: 3 clusters Score -7938026 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 44566 members Entering Unmasked Estep Score: -7938029.000000 Penalty: 5389.343750 Iteration 77Q: 3 clusters Score -7938029 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7752 members Mstep: Class 2 contains 44593 members Entering Unmasked Estep Score: -7938029.500000 Penalty: 5389.343750 Iteration 78Q: 3 clusters Score -7938030 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7715 members Mstep: Class 2 contains 44630 members Entering Unmasked Estep Score: -7938040.500000 Penalty: 5389.343750 Iteration 79Q: 3 clusters Score -7938040 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 44665 members Entering Unmasked Estep Score: -7938039.500000 Penalty: 5389.343750 Iteration 80F: 3 clusters Score -7938040 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 44705 members Entering Unmasked Estep Score: -7938042.500000 Penalty: 5389.343750 Iteration 81Q: 3 clusters Score -7938042 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7602 members Mstep: Class 2 contains 44743 members Entering Unmasked Estep Score: -7938055.500000 Penalty: 5389.343750 Iteration 82Q: 3 clusters Score -7938056 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7561 members Mstep: Class 2 contains 44784 members Entering Unmasked Estep Score: -7938051.000000 Penalty: 5389.343750 Iteration 83Q: 3 clusters Score -7938051 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7524 members Mstep: Class 2 contains 44821 members Entering Unmasked Estep Score: -7938047.000000 Penalty: 5389.343750 Iteration 84Q: 3 clusters Score -7938047 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7494 members Mstep: Class 2 contains 44851 members Entering Unmasked Estep Score: -7938064.000000 Penalty: 5389.343750 Iteration 85Q: 3 clusters Score -7938064 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 44878 members Entering Unmasked Estep Score: -7938068.000000 Penalty: 5389.343750 Iteration 86Q: 3 clusters Score -7938068 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7444 members Mstep: Class 2 contains 44901 members Entering Unmasked Estep Score: -7938068.000000 Penalty: 5389.343750 Iteration 87Q: 3 clusters Score -7938068 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 44924 members Entering Unmasked Estep Score: -7938070.000000 Penalty: 5389.343750 Iteration 88Q: 3 clusters Score -7938070 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7399 members Mstep: Class 2 contains 44946 members Entering Unmasked Estep Score: -7938071.500000 Penalty: 5389.343750 Iteration 89Q: 3 clusters Score -7938072 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7379 members Mstep: Class 2 contains 44966 members Entering Unmasked Estep Score: -7938074.500000 Penalty: 5389.343750 Iteration 90Q: 3 clusters Score -7938074 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 44993 members Entering Unmasked Estep Score: -7938069.000000 Penalty: 5389.343750 Iteration 91Q: 3 clusters Score -7938069 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 45018 members Entering Unmasked Estep Score: -7938070.500000 Penalty: 5389.343750 Iteration 92Q: 3 clusters Score -7938070 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7318 members Mstep: Class 2 contains 45027 members Entering Unmasked Estep Score: -7938075.000000 Penalty: 5389.343750 Iteration 93Q: 3 clusters Score -7938075 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7315 members Mstep: Class 2 contains 45030 members Entering Unmasked Estep Score: -7938076.500000 Penalty: 5389.343750 Iteration 94Q: 3 clusters Score -7938076 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 45037 members Entering Unmasked Estep Score: -7938068.500000 Penalty: 5389.343750 Iteration 95Q: 3 clusters Score -7938068 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 45038 members Entering Unmasked Estep Score: -7938069.500000 Penalty: 5389.343750 Iteration 96Q: 3 clusters Score -7938070 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7306 members Mstep: Class 2 contains 45039 members Entering Unmasked 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Entering Unmasked Estep Score: -7938067.500000 Penalty: 5389.343750 Iteration 101Q: 3 clusters Score -7938068 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7293 members Mstep: Class 2 contains 45052 members Entering Unmasked Estep Score: -7938061.000000 Penalty: 5389.343750 Iteration 102Q: 3 clusters Score -7938061 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7290 members Mstep: Class 2 contains 45055 members Entering Unmasked Estep Score: -7938064.500000 Penalty: 5389.343750 Iteration 103Q: 3 clusters Score -7938064 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7285 members Mstep: Class 2 contains 45060 members Entering Unmasked Estep Score: -7938058.500000 Penalty: 5389.343750 Iteration 104Q: 3 clusters Score -7938058 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7281 members Mstep: Class 2 contains 45064 members Entering Unmasked Estep Score: -7938050.500000 Penalty: 5389.343750 Iteration 105Q: 3 clusters Score -7938050 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Mstep: Class 2 contains 45069 members Entering Unmasked Estep Score: -7938058.000000 Penalty: 5389.343750 Iteration 106Q: 3 clusters Score -7938058 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7269 members Mstep: Class 2 contains 45076 members Entering Unmasked Estep Score: -7938065.500000 Penalty: 5389.343750 Iteration 107Q: 3 clusters Score -7938066 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 45080 members Entering Unmasked Estep Score: -7938064.500000 Penalty: 5389.343750 Iteration 108Q: 3 clusters Score -7938064 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Mstep: Class 2 contains 45086 members Entering Unmasked Estep Score: -7938062.500000 Penalty: 5389.343750 Iteration 109Q: 3 clusters Score -7938062 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 45093 members Entering Unmasked Estep Score: -7938064.500000 Penalty: 5389.343750 Iteration 110Q: 3 clusters Score -7938064 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7244 members Mstep: Class 2 contains 45101 members Entering Unmasked Estep Score: -7938060.000000 Penalty: 5389.343750 Iteration 111Q: 3 clusters Score -7938060 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7237 members Mstep: Class 2 contains 45108 members Entering Unmasked Estep Score: -7938062.000000 Penalty: 5389.343750 Iteration 112Q: 3 clusters Score -7938062 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7231 members Mstep: Class 2 contains 45114 members Entering Unmasked Estep Score: -7938062.000000 Penalty: 5389.343750 Iteration 113Q: 3 clusters Score -7938062 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7227 members Mstep: Class 2 contains 45118 members Entering Unmasked Estep Score: -7938064.500000 Penalty: 5389.343750 Iteration 114Q: 3 clusters Score -7938064 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7222 members Mstep: Class 2 contains 45123 members Entering Unmasked Estep Score: -7938061.000000 Penalty: 5389.343750 Iteration 115Q: 3 clusters Score -7938061 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 45127 members Entering Unmasked Estep Score: -7938065.000000 Penalty: 5389.343750 Iteration 116Q: 3 clusters Score -7938065 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 45130 members Entering Unmasked Estep Score: -7938054.000000 Penalty: 5389.343750 Iteration 117Q: 3 clusters Score -7938054 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7213 members Mstep: Class 2 contains 45132 members Entering Unmasked Estep Score: -7938064.000000 Penalty: 5389.343750 Iteration 118Q: 3 clusters Score -7938064 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7206 members Mstep: Class 2 contains 45139 members Entering Unmasked Estep Score: -7938057.500000 Penalty: 5389.343750 Iteration 119Q: 3 clusters Score -7938058 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 45143 members Entering Unmasked Estep Score: -7938063.500000 Penalty: 5389.343750 Iteration 120F: 3 clusters Score -7938064 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7198 members Mstep: Class 2 contains 45147 members Entering Unmasked Estep Score: -7938060.000000 Penalty: 5389.343750 Iteration 121Q: 3 clusters Score -7938060 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7193 members Mstep: Class 2 contains 45152 members Entering Unmasked Estep Score: -7938064.500000 Penalty: 5389.343750 Iteration 122Q: 3 clusters Score -7938064 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 45154 members Entering Unmasked Estep Score: -7938056.000000 Penalty: 5389.343750 Iteration 123Q: 3 clusters Score -7938056 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 45154 members Entering Unmasked Estep Score: -7938056.000000 Penalty: 5389.343750 Iteration 124F: 3 clusters Score -7938056 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (10415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10415 members Entering Unmasked Estep Score: -1424580.375000 Penalty: 2294.248535 Iteration 0F: 2 clusters Score -1424580 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 5169 members Entering Unmasked Estep Score: -1416730.875000 Penalty: 4588.497070 Iteration 0F: 3 clusters Score -1416731 nChanged 4345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -1419238.125000 Penalty: 4588.497070 Iteration 1F: 3 clusters Score -1419238 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5719 members Mstep: Class 2 contains 4696 members Entering Unmasked Estep Score: -1419944.500000 Penalty: 4588.497070 Iteration 2F: 3 clusters Score -1419944 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -1420664.625000 Penalty: 4588.497070 Iteration 3F: 3 clusters Score -1420665 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6231 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -1421409.125000 Penalty: 4588.497070 Iteration 4F: 3 clusters Score -1421409 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -1422089.125000 Penalty: 4588.497070 Iteration 5F: 3 clusters Score -1422089 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -1422628.375000 Penalty: 4588.497070 Iteration 6F: 3 clusters Score -1422628 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -1423023.000000 Penalty: 4588.497070 Iteration 7Q: 3 clusters Score -1423023 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -1423275.375000 Penalty: 4588.497070 Iteration 8Q: 3 clusters Score -1423275 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7185 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -1423433.875000 Penalty: 4588.497070 Iteration 9Q: 3 clusters Score -1423434 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7251 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1423538.125000 Penalty: 4588.497070 Iteration 10Q: 3 clusters Score -1423538 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -1423608.250000 Penalty: 4588.497070 Iteration 11Q: 3 clusters Score -1423608 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -1423650.750000 Penalty: 4588.497070 Iteration 12Q: 3 clusters Score -1423651 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -1423684.375000 Penalty: 4588.497070 Iteration 13Q: 3 clusters Score -1423684 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -1423699.500000 Penalty: 4588.497070 Iteration 14Q: 3 clusters Score -1423700 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7444 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -1423714.625000 Penalty: 4588.497070 Iteration 15Q: 3 clusters Score -1423715 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -1423730.500000 Penalty: 4588.497070 Iteration 16Q: 3 clusters Score -1423730 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -1423732.500000 Penalty: 4588.497070 Iteration 17Q: 3 clusters Score -1423732 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7442 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -1423753.750000 Penalty: 4588.497070 Iteration 18Q: 3 clusters Score -1423754 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7443 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -1423761.375000 Penalty: 4588.497070 Iteration 19Q: 3 clusters Score -1423761 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7439 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -1423771.625000 Penalty: 4588.497070 Iteration 20F: 3 clusters Score -1423772 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7426 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -1423777.125000 Penalty: 4588.497070 Iteration 21Q: 3 clusters Score -1423777 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -1423776.750000 Penalty: 4588.497070 Iteration 22Q: 3 clusters Score -1423777 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7415 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -1423780.500000 Penalty: 4588.497070 Iteration 23Q: 3 clusters Score -1423780 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -1423785.875000 Penalty: 4588.497070 Iteration 24Q: 3 clusters Score -1423786 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -1423788.125000 Penalty: 4588.497070 Iteration 25Q: 3 clusters Score -1423788 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7407 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -1423788.250000 Penalty: 4588.497070 Iteration 26Q: 3 clusters Score -1423788 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7407 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -1423786.875000 Penalty: 4588.497070 Iteration 27Q: 3 clusters Score -1423787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7405 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -1423784.750000 Penalty: 4588.497070 Iteration 28Q: 3 clusters Score -1423785 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7403 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -1423785.375000 Penalty: 4588.497070 Iteration 29Q: 3 clusters Score -1423785 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7403 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -1423785.375000 Penalty: 4588.497070 Iteration 30F: 3 clusters Score -1423785 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Entering Unmasked Estep Score: -580899.625000 Penalty: 2043.681030 Iteration 0F: 2 clusters Score -580899.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -577193.562500 Penalty: 4087.362061 Iteration 0F: 3 clusters Score -577193.6 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -578051.687500 Penalty: 4087.362061 Iteration 1F: 3 clusters Score -578051.7 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -578261.375000 Penalty: 4087.362061 Iteration 2F: 3 clusters Score -578261.4 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -578436.625000 Penalty: 4087.362061 Iteration 3F: 3 clusters Score -578436.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -578570.750000 Penalty: 4087.362061 Iteration 4Q: 3 clusters Score -578570.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -578683.250000 Penalty: 4087.362061 Iteration 5Q: 3 clusters Score -578683.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -578785.437500 Penalty: 4087.362061 Iteration 6Q: 3 clusters Score -578785.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -578872.875000 Penalty: 4087.362061 Iteration 7Q: 3 clusters Score -578872.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -578952.750000 Penalty: 4087.362061 Iteration 8Q: 3 clusters Score -578952.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -579033.187500 Penalty: 4087.362061 Iteration 9Q: 3 clusters Score -579033.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -579094.750000 Penalty: 4087.362061 Iteration 10Q: 3 clusters Score -579094.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -579148.750000 Penalty: 4087.362061 Iteration 11Q: 3 clusters Score -579148.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -579179.562500 Penalty: 4087.362061 Iteration 12Q: 3 clusters Score -579179.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -579197.812500 Penalty: 4087.362061 Iteration 13Q: 3 clusters Score -579197.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -579207.625000 Penalty: 4087.362061 Iteration 14Q: 3 clusters Score -579207.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -579216.500000 Penalty: 4087.362061 Iteration 15Q: 3 clusters Score -579216.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -579221.375000 Penalty: 4087.362061 Iteration 16Q: 3 clusters Score -579221.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -579228.750000 Penalty: 4087.362061 Iteration 17Q: 3 clusters Score -579228.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -579229.125000 Penalty: 4087.362061 Iteration 18Q: 3 clusters Score -579229.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -579231.500000 Penalty: 4087.362061 Iteration 19Q: 3 clusters Score -579231.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -579233.437500 Penalty: 4087.362061 Iteration 20F: 3 clusters Score -579233.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -579235.312500 Penalty: 4087.362061 Iteration 21Q: 3 clusters Score -579235.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -579237.250000 Penalty: 4087.362061 Iteration 22Q: 3 clusters Score -579237.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -579239.187500 Penalty: 4087.362061 Iteration 23Q: 3 clusters Score -579239.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -579240.437500 Penalty: 4087.362061 Iteration 24Q: 3 clusters Score -579240.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -579242.375000 Penalty: 4087.362061 Iteration 25Q: 3 clusters Score -579242.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -579243.125000 Penalty: 4087.362061 Iteration 26Q: 3 clusters Score -579243.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -579243.625000 Penalty: 4087.362061 Iteration 27Q: 3 clusters Score -579243.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -579243.625000 Penalty: 4087.362061 Iteration 28F: 3 clusters Score -579243.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (31545 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31545 members Entering Unmasked Estep Score: -4828162.500000 Penalty: 2569.074219 Iteration 0F: 2 clusters Score -4828162 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15641 members Mstep: Class 2 contains 15904 members Entering Unmasked Estep Score: -4806584.000000 Penalty: 5138.148438 Iteration 0F: 3 clusters Score -4806584 nChanged 14183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14940 members Mstep: Class 2 contains 16605 members Entering Unmasked Estep Score: -4814486.500000 Penalty: 5138.148438 Iteration 1F: 3 clusters Score -4814486 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14563 members Mstep: Class 2 contains 16982 members Entering Unmasked Estep Score: -4815224.000000 Penalty: 5138.148438 Iteration 2F: 3 clusters Score -4815224 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14113 members Mstep: Class 2 contains 17432 members Entering Unmasked Estep Score: -4815990.000000 Penalty: 5138.148438 Iteration 3F: 3 clusters Score -4815990 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13638 members Mstep: Class 2 contains 17907 members Entering Unmasked Estep Score: -4816895.000000 Penalty: 5138.148438 Iteration 4Q: 3 clusters Score -4816895 nChanged 1571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13201 members Mstep: Class 2 contains 18344 members Entering Unmasked Estep Score: -4817923.500000 Penalty: 5138.148438 Iteration 5Q: 3 clusters Score -4817924 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12874 members Mstep: Class 2 contains 18671 members Entering Unmasked Estep Score: -4818998.500000 Penalty: 5138.148438 Iteration 6F: 3 clusters Score -4818998 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12753 members Mstep: Class 2 contains 18792 members Entering Unmasked Estep Score: -4820100.500000 Penalty: 5138.148438 Iteration 7F: 3 clusters Score -4820100 nChanged 1690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12733 members Mstep: Class 2 contains 18812 members Entering Unmasked Estep Score: -4821133.000000 Penalty: 5138.148438 Iteration 8F: 3 clusters Score -4821133 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12638 members Mstep: Class 2 contains 18907 members Entering Unmasked Estep Score: -4821953.500000 Penalty: 5138.148438 Iteration 9Q: 3 clusters Score -4821954 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12450 members Mstep: Class 2 contains 19095 members Entering Unmasked Estep Score: -4822574.000000 Penalty: 5138.148438 Iteration 10Q: 3 clusters Score -4822574 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12185 members Mstep: Class 2 contains 19360 members Entering Unmasked Estep Score: -4823092.500000 Penalty: 5138.148438 Iteration 11Q: 3 clusters Score -4823092 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11910 members Mstep: Class 2 contains 19635 members Entering Unmasked Estep Score: -4823593.500000 Penalty: 5138.148438 Iteration 12Q: 3 clusters Score -4823594 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11519 members Mstep: Class 2 contains 20026 members Entering Unmasked Estep Score: -4824166.500000 Penalty: 5138.148438 Iteration 13Q: 3 clusters Score -4824166 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10974 members Mstep: Class 2 contains 20571 members Entering Unmasked Estep Score: -4824785.500000 Penalty: 5138.148438 Iteration 14Q: 3 clusters Score -4824786 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10396 members Mstep: Class 2 contains 21149 members Entering Unmasked Estep Score: -4825284.000000 Penalty: 5138.148438 Iteration 15Q: 3 clusters Score -4825284 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9798 members Mstep: Class 2 contains 21747 members Entering Unmasked Estep Score: -4825644.500000 Penalty: 5138.148438 Iteration 16Q: 3 clusters Score -4825644 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9215 members Mstep: Class 2 contains 22330 members Entering Unmasked Estep Score: -4825918.500000 Penalty: 5138.148438 Iteration 17Q: 3 clusters Score -4825918 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8668 members Mstep: Class 2 contains 22877 members Entering Unmasked Estep Score: -4826176.000000 Penalty: 5138.148438 Iteration 18Q: 3 clusters Score -4826176 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 23379 members Entering Unmasked Estep Score: -4826346.500000 Penalty: 5138.148438 Iteration 19Q: 3 clusters Score -4826346 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7725 members Mstep: Class 2 contains 23820 members Entering Unmasked Estep Score: -4826452.500000 Penalty: 5138.148438 Iteration 20F: 3 clusters Score -4826452 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7310 members Mstep: Class 2 contains 24235 members Entering Unmasked Estep Score: -4826579.500000 Penalty: 5138.148438 Iteration 21Q: 3 clusters Score -4826580 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 24627 members Entering Unmasked Estep Score: -4826683.500000 Penalty: 5138.148438 Iteration 22Q: 3 clusters Score -4826684 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 24967 members Entering Unmasked Estep Score: -4826768.000000 Penalty: 5138.148438 Iteration 23Q: 3 clusters Score -4826768 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 25257 members Entering Unmasked Estep Score: -4826834.000000 Penalty: 5138.148438 Iteration 24Q: 3 clusters Score -4826834 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6033 members Mstep: Class 2 contains 25512 members Entering Unmasked Estep Score: -4826878.000000 Penalty: 5138.148438 Iteration 25Q: 3 clusters Score -4826878 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 25729 members Entering Unmasked Estep Score: -4826939.500000 Penalty: 5138.148438 Iteration 26Q: 3 clusters Score -4826940 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 25922 members Entering Unmasked Estep Score: -4826994.500000 Penalty: 5138.148438 Iteration 27Q: 3 clusters Score -4826994 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 26114 members Entering Unmasked Estep Score: -4827033.000000 Penalty: 5138.148438 Iteration 28Q: 3 clusters Score -4827033 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5242 members Mstep: Class 2 contains 26303 members Entering Unmasked Estep Score: -4827093.000000 Penalty: 5138.148438 Iteration 29Q: 3 clusters Score -4827093 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 26463 members Entering Unmasked Estep Score: -4827113.000000 Penalty: 5138.148438 Iteration 30Q: 3 clusters Score -4827113 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 26626 members Entering Unmasked Estep Score: -4827145.500000 Penalty: 5138.148438 Iteration 31Q: 3 clusters Score -4827146 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 26761 members Entering Unmasked Estep Score: -4827171.500000 Penalty: 5138.148438 Iteration 32Q: 3 clusters Score -4827172 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 26891 members Entering Unmasked Estep Score: -4827209.500000 Penalty: 5138.148438 Iteration 33Q: 3 clusters Score -4827210 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 26994 members Entering Unmasked Estep Score: -4827216.000000 Penalty: 5138.148438 Iteration 34Q: 3 clusters Score -4827216 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 27090 members Entering Unmasked Estep Score: -4827233.500000 Penalty: 5138.148438 Iteration 35Q: 3 clusters Score -4827234 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 27157 members Entering Unmasked Estep Score: -4827263.000000 Penalty: 5138.148438 Iteration 36Q: 3 clusters Score -4827263 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 27222 members Entering Unmasked Estep Score: -4827260.000000 Penalty: 5138.148438 Iteration 37Q: 3 clusters Score -4827260 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 27267 members Entering Unmasked Estep Score: -4827268.500000 Penalty: 5138.148438 Iteration 38Q: 3 clusters Score -4827268 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 27303 members Entering Unmasked Estep Score: -4827276.000000 Penalty: 5138.148438 Iteration 39Q: 3 clusters Score -4827276 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 27337 members Entering Unmasked Estep Score: -4827278.000000 Penalty: 5138.148438 Iteration 40F: 3 clusters Score -4827278 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 27366 members Entering Unmasked Estep Score: -4827275.000000 Penalty: 5138.148438 Iteration 41Q: 3 clusters Score -4827275 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 27397 members Entering Unmasked Estep Score: -4827276.000000 Penalty: 5138.148438 Iteration 42Q: 3 clusters Score -4827276 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 27420 members Entering Unmasked Estep Score: -4827264.500000 Penalty: 5138.148438 Iteration 43Q: 3 clusters Score -4827264 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 27436 members Entering Unmasked Estep Score: -4827276.500000 Penalty: 5138.148438 Iteration 44Q: 3 clusters Score -4827276 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 27455 members Entering Unmasked Estep Score: -4827276.000000 Penalty: 5138.148438 Iteration 45Q: 3 clusters Score -4827276 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 27471 members Entering Unmasked Estep Score: -4827277.500000 Penalty: 5138.148438 Iteration 46Q: 3 clusters Score -4827278 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 27485 members Entering Unmasked Estep Score: -4827288.000000 Penalty: 5138.148438 Iteration 47Q: 3 clusters Score -4827288 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 27493 members Entering Unmasked Estep Score: -4827286.500000 Penalty: 5138.148438 Iteration 48Q: 3 clusters Score -4827286 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 27506 members Entering Unmasked Estep Score: -4827285.000000 Penalty: 5138.148438 Iteration 49Q: 3 clusters Score -4827285 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 27516 members Entering Unmasked Estep Score: -4827286.000000 Penalty: 5138.148438 Iteration 50Q: 3 clusters Score -4827286 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 27530 members Entering Unmasked Estep Score: -4827287.500000 Penalty: 5138.148438 Iteration 51Q: 3 clusters Score -4827288 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 27543 members Entering Unmasked Estep Score: -4827293.000000 Penalty: 5138.148438 Iteration 52Q: 3 clusters Score -4827293 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 27550 members Entering Unmasked Estep Score: -4827300.000000 Penalty: 5138.148438 Iteration 53Q: 3 clusters Score -4827300 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 27556 members Entering Unmasked Estep Score: -4827301.500000 Penalty: 5138.148438 Iteration 54Q: 3 clusters Score -4827302 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 27561 members Entering Unmasked Estep Score: -4827298.000000 Penalty: 5138.148438 Iteration 55Q: 3 clusters Score -4827298 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 27566 members Entering Unmasked Estep Score: -4827300.500000 Penalty: 5138.148438 Iteration 56Q: 3 clusters Score -4827300 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 27573 members Entering Unmasked Estep Score: -4827297.000000 Penalty: 5138.148438 Iteration 57Q: 3 clusters Score -4827297 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 27578 members Entering Unmasked Estep Score: -4827294.000000 Penalty: 5138.148438 Iteration 58Q: 3 clusters Score -4827294 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 27582 members Entering Unmasked Estep Score: -4827298.000000 Penalty: 5138.148438 Iteration 59Q: 3 clusters Score -4827298 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 27587 members Entering Unmasked Estep Score: -4827294.000000 Penalty: 5138.148438 Iteration 60F: 3 clusters Score -4827294 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Entering Unmasked Estep Score: -587744.375000 Penalty: 2063.229492 Iteration 0F: 2 clusters Score -587744.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -583843.000000 Penalty: 4126.458984 Iteration 0F: 3 clusters Score -583843 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -584896.500000 Penalty: 4126.458984 Iteration 1F: 3 clusters Score -584896.5 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -585395.812500 Penalty: 4126.458984 Iteration 2F: 3 clusters Score -585395.8 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -585847.562500 Penalty: 4126.458984 Iteration 3F: 3 clusters Score -585847.6 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -586239.812500 Penalty: 4126.458984 Iteration 4F: 3 clusters Score -586239.8 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -586566.062500 Penalty: 4126.458984 Iteration 5F: 3 clusters Score -586566.1 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -586814.875000 Penalty: 4126.458984 Iteration 6F: 3 clusters Score -586814.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -587029.875000 Penalty: 4126.458984 Iteration 7Q: 3 clusters Score -587029.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -587176.500000 Penalty: 4126.458984 Iteration 8Q: 3 clusters Score -587176.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -587289.937500 Penalty: 4126.458984 Iteration 9Q: 3 clusters Score -587289.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -587386.062500 Penalty: 4126.458984 Iteration 10Q: 3 clusters Score -587386.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -587475.875000 Penalty: 4126.458984 Iteration 11Q: 3 clusters Score -587475.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -587532.187500 Penalty: 4126.458984 Iteration 12Q: 3 clusters Score -587532.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -587585.687500 Penalty: 4126.458984 Iteration 13Q: 3 clusters Score -587585.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -587620.187500 Penalty: 4126.458984 Iteration 14Q: 3 clusters Score -587620.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -587644.375000 Penalty: 4126.458984 Iteration 15Q: 3 clusters Score -587644.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -587660.312500 Penalty: 4126.458984 Iteration 16Q: 3 clusters Score -587660.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -587678.937500 Penalty: 4126.458984 Iteration 17Q: 3 clusters Score -587678.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -587696.812500 Penalty: 4126.458984 Iteration 18Q: 3 clusters Score -587696.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -587710.187500 Penalty: 4126.458984 Iteration 19Q: 3 clusters Score -587710.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -587721.625000 Penalty: 4126.458984 Iteration 20F: 3 clusters Score -587721.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -587727.937500 Penalty: 4126.458984 Iteration 21Q: 3 clusters Score -587727.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -587733.812500 Penalty: 4126.458984 Iteration 22Q: 3 clusters Score -587733.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -587740.187500 Penalty: 4126.458984 Iteration 23Q: 3 clusters Score -587740.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -587746.250000 Penalty: 4126.458984 Iteration 24Q: 3 clusters Score -587746.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -587749.500000 Penalty: 4126.458984 Iteration 25Q: 3 clusters Score -587749.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -587750.750000 Penalty: 4126.458984 Iteration 26Q: 3 clusters Score -587750.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -587751.875000 Penalty: 4126.458984 Iteration 27Q: 3 clusters Score -587751.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -587752.375000 Penalty: 4126.458984 Iteration 28Q: 3 clusters Score -587752.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -587752.375000 Penalty: 4126.458984 Iteration 29Q: 3 clusters Score -587752.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -587752.375000 Penalty: 4126.458984 Iteration 30F: 3 clusters Score -587752.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 85179 members Mstep: Class 2 contains 52345 members Mstep: Class 3 contains 10415 members Mstep: Class 4 contains 3792 members Mstep: Class 5 contains 31545 members Mstep: Class 6 contains 1618 members Mstep: Class 7 contains 22879 members Mstep: Class 8 contains 395 members Mstep: Class 9 contains 10682 members Mstep: Class 10 contains 7366 members Mstep: Class 11 contains 5291 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7831 members Mstep: Class 15 contains 1743 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 101654 members Mstep: Class 18 contains 2756 members Mstep: Class 19 contains 8465 members Mstep: Class 20 contains 2664 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4991 members Mstep: Class 24 contains 11581 members Mstep: Class 25 contains 4798 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3541 members Mstep: Class 29 contains 6057 members Mstep: Class 30 contains 21686 members Mstep: Class 31 contains 7910 members Mstep: Class 32 contains 1596 members Mstep: Class 33 contains 16917 members Mstep: Class 34 contains 2485 members Entering Unmasked Estep Score: -65618964.000000 Penalty: 109646.468750 Splitting cluster 6 changes total score from -65619876.000000 to -65618964.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (22879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22879 members Entering Unmasked Estep Score: -3572476.250000 Penalty: 2489.417725 Iteration 0F: 2 clusters Score -3572476 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11532 members Mstep: Class 2 contains 11347 members Entering Unmasked Estep Score: -3556514.250000 Penalty: 4978.835449 Iteration 0F: 3 clusters Score -3556514 nChanged 10189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11849 members Mstep: Class 2 contains 11030 members Entering Unmasked Estep Score: -3561912.750000 Penalty: 4978.835449 Iteration 1F: 3 clusters Score -3561913 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12108 members Mstep: Class 2 contains 10771 members Entering Unmasked Estep Score: -3562360.000000 Penalty: 4978.835449 Iteration 2F: 3 clusters Score -3562360 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12445 members Mstep: Class 2 contains 10434 members Entering Unmasked Estep Score: -3562734.750000 Penalty: 4978.835449 Iteration 3Q: 3 clusters Score -3562735 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12979 members Mstep: Class 2 contains 9900 members Entering Unmasked Estep Score: -3563155.250000 Penalty: 4978.835449 Iteration 4Q: 3 clusters Score -3563155 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13725 members Mstep: Class 2 contains 9154 members Entering Unmasked Estep Score: -3563660.000000 Penalty: 4978.835449 Iteration 5Q: 3 clusters Score -3563660 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14710 members Mstep: Class 2 contains 8169 members Entering Unmasked Estep Score: -3564311.250000 Penalty: 4978.835449 Iteration 6F: 3 clusters Score -3564311 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15924 members Mstep: Class 2 contains 6955 members Entering Unmasked Estep Score: -3565203.000000 Penalty: 4978.835449 Iteration 7F: 3 clusters Score -3565203 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17337 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -3566364.750000 Penalty: 4978.835449 Iteration 8F: 3 clusters Score -3566365 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18703 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -3567472.250000 Penalty: 4978.835449 Iteration 9F: 3 clusters Score -3567472 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19811 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -3568376.500000 Penalty: 4978.835449 Iteration 10F: 3 clusters Score -3568376 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20616 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -3569020.250000 Penalty: 4978.835449 Iteration 11Q: 3 clusters Score -3569020 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21162 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -3569436.750000 Penalty: 4978.835449 Iteration 12Q: 3 clusters Score -3569437 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21546 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -3569761.250000 Penalty: 4978.835449 Iteration 13Q: 3 clusters Score -3569761 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21787 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -3569969.250000 Penalty: 4978.835449 Iteration 14Q: 3 clusters Score -3569969 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21940 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -3570118.250000 Penalty: 4978.835449 Iteration 15Q: 3 clusters Score -3570118 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22063 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -3570223.750000 Penalty: 4978.835449 Iteration 16Q: 3 clusters Score -3570224 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22143 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -3570296.250000 Penalty: 4978.835449 Iteration 17Q: 3 clusters Score -3570296 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22187 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -3570332.000000 Penalty: 4978.835449 Iteration 18Q: 3 clusters Score -3570332 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22213 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -3570348.500000 Penalty: 4978.835449 Iteration 19Q: 3 clusters Score -3570348 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22236 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -3570364.250000 Penalty: 4978.835449 Iteration 20F: 3 clusters Score -3570364 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22255 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -3570390.250000 Penalty: 4978.835449 Iteration 21Q: 3 clusters Score -3570390 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22267 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -3570408.750000 Penalty: 4978.835449 Iteration 22Q: 3 clusters Score -3570409 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22277 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -3570421.250000 Penalty: 4978.835449 Iteration 23Q: 3 clusters Score -3570421 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22282 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -3570429.500000 Penalty: 4978.835449 Iteration 24Q: 3 clusters Score -3570430 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22287 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -3570425.750000 Penalty: 4978.835449 Iteration 25Q: 3 clusters Score -3570426 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22293 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -3570433.250000 Penalty: 4978.835449 Iteration 26Q: 3 clusters Score -3570433 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22297 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -3570436.250000 Penalty: 4978.835449 Iteration 27Q: 3 clusters Score -3570436 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22300 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -3570435.250000 Penalty: 4978.835449 Iteration 28Q: 3 clusters Score -3570435 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22302 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -3570442.750000 Penalty: 4978.835449 Iteration 29Q: 3 clusters Score -3570443 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22301 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -3570444.000000 Penalty: 4978.835449 Iteration 30Q: 3 clusters Score -3570444 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22302 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -3570446.250000 Penalty: 4978.835449 Iteration 31Q: 3 clusters Score -3570446 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22303 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -3570449.250000 Penalty: 4978.835449 Iteration 32Q: 3 clusters Score -3570449 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22303 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -3570449.250000 Penalty: 4978.835449 Iteration 33F: 3 clusters Score -3570449 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Entering Unmasked Estep Score: -45205.804688 Penalty: 1482.763672 Iteration 0F: 2 clusters Score -45205.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -44022.039062 Penalty: 2965.527344 Iteration 0F: 3 clusters Score -44022.04 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -44357.332031 Penalty: 2965.527344 Iteration 1F: 3 clusters Score -44357.33 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -44522.718750 Penalty: 2965.527344 Iteration 2F: 3 clusters Score -44522.72 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -44660.000000 Penalty: 2965.527344 Iteration 3F: 3 clusters Score -44660 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -44703.117188 Penalty: 2965.527344 Iteration 4Q: 3 clusters Score -44703.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -44730.800781 Penalty: 2965.527344 Iteration 5Q: 3 clusters Score -44730.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -44737.242188 Penalty: 2965.527344 Iteration 6Q: 3 clusters Score -44737.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -44746.828125 Penalty: 2965.527344 Iteration 7Q: 3 clusters Score -44746.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -44746.828125 Penalty: 2965.527344 Iteration 8F: 3 clusters Score -44746.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (10682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10682 members Entering Unmasked Estep Score: -1502340.125000 Penalty: 2300.526367 Iteration 0F: 2 clusters Score -1502340 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -1494208.375000 Penalty: 4601.052734 Iteration 0F: 3 clusters Score -1494208 nChanged 4470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -1496858.875000 Penalty: 4601.052734 Iteration 1F: 3 clusters Score -1496859 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -1497579.000000 Penalty: 4601.052734 Iteration 2F: 3 clusters Score -1497579 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -1498359.625000 Penalty: 4601.052734 Iteration 3F: 3 clusters Score -1498360 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -1499213.125000 Penalty: 4601.052734 Iteration 4F: 3 clusters Score -1499213 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -1499959.250000 Penalty: 4601.052734 Iteration 5F: 3 clusters Score -1499959 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7136 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -1500546.000000 Penalty: 4601.052734 Iteration 6F: 3 clusters Score -1500546 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7333 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -1500922.375000 Penalty: 4601.052734 Iteration 7Q: 3 clusters Score -1500922 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -1501177.750000 Penalty: 4601.052734 Iteration 8Q: 3 clusters Score -1501178 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7544 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -1501298.625000 Penalty: 4601.052734 Iteration 9Q: 3 clusters Score -1501299 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7612 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -1501381.125000 Penalty: 4601.052734 Iteration 10Q: 3 clusters Score -1501381 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7658 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -1501428.625000 Penalty: 4601.052734 Iteration 11Q: 3 clusters Score -1501429 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -1501462.750000 Penalty: 4601.052734 Iteration 12Q: 3 clusters Score -1501463 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -1501491.750000 Penalty: 4601.052734 Iteration 13Q: 3 clusters Score -1501492 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7815 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -1501513.875000 Penalty: 4601.052734 Iteration 14Q: 3 clusters Score -1501514 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7857 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -1501538.625000 Penalty: 4601.052734 Iteration 15Q: 3 clusters Score -1501539 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7898 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -1501557.750000 Penalty: 4601.052734 Iteration 16Q: 3 clusters Score -1501558 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -1501595.875000 Penalty: 4601.052734 Iteration 17Q: 3 clusters Score -1501596 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7996 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -1501616.875000 Penalty: 4601.052734 Iteration 18Q: 3 clusters Score -1501617 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8038 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -1501643.500000 Penalty: 4601.052734 Iteration 19Q: 3 clusters Score -1501644 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -1501658.625000 Penalty: 4601.052734 Iteration 20F: 3 clusters Score -1501659 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8135 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -1501684.125000 Penalty: 4601.052734 Iteration 21Q: 3 clusters Score -1501684 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8189 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -1501707.375000 Penalty: 4601.052734 Iteration 22Q: 3 clusters Score -1501707 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8241 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -1501731.500000 Penalty: 4601.052734 Iteration 23Q: 3 clusters Score -1501732 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8305 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -1501765.125000 Penalty: 4601.052734 Iteration 24Q: 3 clusters Score -1501765 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -1501809.750000 Penalty: 4601.052734 Iteration 25Q: 3 clusters Score -1501810 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8442 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -1501859.875000 Penalty: 4601.052734 Iteration 26Q: 3 clusters Score -1501860 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8499 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -1501892.625000 Penalty: 4601.052734 Iteration 27Q: 3 clusters Score -1501893 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8562 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -1501938.000000 Penalty: 4601.052734 Iteration 28Q: 3 clusters Score -1501938 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8619 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -1501983.750000 Penalty: 4601.052734 Iteration 29Q: 3 clusters Score -1501984 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -1502035.250000 Penalty: 4601.052734 Iteration 30Q: 3 clusters Score -1502035 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8720 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -1502074.375000 Penalty: 4601.052734 Iteration 31Q: 3 clusters Score -1502074 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -1502103.750000 Penalty: 4601.052734 Iteration 32Q: 3 clusters Score -1502104 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8796 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -1502131.250000 Penalty: 4601.052734 Iteration 33Q: 3 clusters Score -1502131 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8816 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -1502144.000000 Penalty: 4601.052734 Iteration 34Q: 3 clusters Score -1502144 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8835 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -1502156.125000 Penalty: 4601.052734 Iteration 35Q: 3 clusters Score -1502156 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8846 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -1502159.500000 Penalty: 4601.052734 Iteration 36Q: 3 clusters Score -1502160 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8857 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -1502163.375000 Penalty: 4601.052734 Iteration 37Q: 3 clusters Score -1502163 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8873 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -1502175.250000 Penalty: 4601.052734 Iteration 38Q: 3 clusters Score -1502175 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8881 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -1502182.625000 Penalty: 4601.052734 Iteration 39Q: 3 clusters Score -1502183 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8893 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -1502190.750000 Penalty: 4601.052734 Iteration 40F: 3 clusters Score -1502191 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -1502190.625000 Penalty: 4601.052734 Iteration 41Q: 3 clusters Score -1502191 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -1502192.500000 Penalty: 4601.052734 Iteration 42Q: 3 clusters Score -1502192 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8926 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -1502193.750000 Penalty: 4601.052734 Iteration 43Q: 3 clusters Score -1502194 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8942 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -1502199.500000 Penalty: 4601.052734 Iteration 44Q: 3 clusters Score -1502200 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8951 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -1502203.750000 Penalty: 4601.052734 Iteration 45Q: 3 clusters Score -1502204 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8959 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -1502208.750000 Penalty: 4601.052734 Iteration 46Q: 3 clusters Score -1502209 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8964 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -1502205.750000 Penalty: 4601.052734 Iteration 47Q: 3 clusters Score -1502206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8969 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -1502207.625000 Penalty: 4601.052734 Iteration 48Q: 3 clusters Score -1502208 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8974 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -1502212.250000 Penalty: 4601.052734 Iteration 49Q: 3 clusters Score -1502212 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8976 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -1502211.000000 Penalty: 4601.052734 Iteration 50Q: 3 clusters Score -1502211 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8977 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -1502209.625000 Penalty: 4601.052734 Iteration 51Q: 3 clusters Score -1502210 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8979 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -1502211.250000 Penalty: 4601.052734 Iteration 52Q: 3 clusters Score -1502211 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8982 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -1502210.875000 Penalty: 4601.052734 Iteration 53Q: 3 clusters Score -1502211 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8985 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -1502209.375000 Penalty: 4601.052734 Iteration 54Q: 3 clusters Score -1502209 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8990 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -1502213.250000 Penalty: 4601.052734 Iteration 55Q: 3 clusters Score -1502213 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -1502215.625000 Penalty: 4601.052734 Iteration 56Q: 3 clusters Score -1502216 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -1502215.625000 Penalty: 4601.052734 Iteration 57F: 3 clusters Score -1502216 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (7366 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7366 members Entering Unmasked Estep Score: -1109984.750000 Penalty: 2208.348145 Iteration 0F: 2 clusters Score -1109985 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -1104017.500000 Penalty: 4416.696289 Iteration 0F: 3 clusters Score -1104018 nChanged 2919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -1105680.625000 Penalty: 4416.696289 Iteration 1F: 3 clusters Score -1105681 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -1105992.875000 Penalty: 4416.696289 Iteration 2F: 3 clusters Score -1105993 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -1106185.625000 Penalty: 4416.696289 Iteration 3F: 3 clusters Score -1106186 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -1106357.500000 Penalty: 4416.696289 Iteration 4Q: 3 clusters Score -1106358 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -1106501.500000 Penalty: 4416.696289 Iteration 5Q: 3 clusters Score -1106502 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -1106636.250000 Penalty: 4416.696289 Iteration 6Q: 3 clusters Score -1106636 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -1106758.625000 Penalty: 4416.696289 Iteration 7Q: 3 clusters Score -1106759 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -1106874.875000 Penalty: 4416.696289 Iteration 8Q: 3 clusters Score -1106875 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -1106982.250000 Penalty: 4416.696289 Iteration 9Q: 3 clusters Score -1106982 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -1107095.000000 Penalty: 4416.696289 Iteration 10Q: 3 clusters Score -1107095 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -1107231.750000 Penalty: 4416.696289 Iteration 11Q: 3 clusters Score -1107232 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -1107362.750000 Penalty: 4416.696289 Iteration 12Q: 3 clusters Score -1107363 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -1107494.000000 Penalty: 4416.696289 Iteration 13Q: 3 clusters Score -1107494 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -1107619.500000 Penalty: 4416.696289 Iteration 14Q: 3 clusters Score -1107620 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -1107730.125000 Penalty: 4416.696289 Iteration 15Q: 3 clusters Score -1107730 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6186 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1107817.375000 Penalty: 4416.696289 Iteration 16Q: 3 clusters Score -1107817 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6279 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -1107868.500000 Penalty: 4416.696289 Iteration 17Q: 3 clusters Score -1107868 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6349 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -1107907.375000 Penalty: 4416.696289 Iteration 18Q: 3 clusters Score -1107907 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -1107934.250000 Penalty: 4416.696289 Iteration 19Q: 3 clusters Score -1107934 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -1107957.875000 Penalty: 4416.696289 Iteration 20F: 3 clusters Score -1107958 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -1107987.875000 Penalty: 4416.696289 Iteration 21Q: 3 clusters Score -1107988 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -1108002.000000 Penalty: 4416.696289 Iteration 22Q: 3 clusters Score -1108002 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -1108011.625000 Penalty: 4416.696289 Iteration 23Q: 3 clusters Score -1108012 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6534 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -1108020.250000 Penalty: 4416.696289 Iteration 24Q: 3 clusters Score -1108020 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -1108028.125000 Penalty: 4416.696289 Iteration 25Q: 3 clusters Score -1108028 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -1108039.000000 Penalty: 4416.696289 Iteration 26Q: 3 clusters Score -1108039 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -1108048.250000 Penalty: 4416.696289 Iteration 27Q: 3 clusters Score -1108048 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -1108057.250000 Penalty: 4416.696289 Iteration 28Q: 3 clusters Score -1108057 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -1108061.875000 Penalty: 4416.696289 Iteration 29Q: 3 clusters Score -1108062 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1108069.000000 Penalty: 4416.696289 Iteration 30Q: 3 clusters Score -1108069 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -1108081.375000 Penalty: 4416.696289 Iteration 31Q: 3 clusters Score -1108081 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -1108087.625000 Penalty: 4416.696289 Iteration 32Q: 3 clusters Score -1108088 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -1108100.000000 Penalty: 4416.696289 Iteration 33Q: 3 clusters Score -1108100 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -1108105.500000 Penalty: 4416.696289 Iteration 34Q: 3 clusters Score -1108106 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -1108110.125000 Penalty: 4416.696289 Iteration 35Q: 3 clusters Score -1108110 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -1108116.750000 Penalty: 4416.696289 Iteration 36Q: 3 clusters Score -1108117 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -1108118.250000 Penalty: 4416.696289 Iteration 37Q: 3 clusters Score -1108118 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -1108126.250000 Penalty: 4416.696289 Iteration 38Q: 3 clusters Score -1108126 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6718 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1108128.875000 Penalty: 4416.696289 Iteration 39Q: 3 clusters Score -1108129 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6723 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -1108133.000000 Penalty: 4416.696289 Iteration 40F: 3 clusters Score -1108133 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -1108135.375000 Penalty: 4416.696289 Iteration 41Q: 3 clusters Score -1108135 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -1108139.750000 Penalty: 4416.696289 Iteration 42Q: 3 clusters Score -1108140 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1108144.500000 Penalty: 4416.696289 Iteration 43Q: 3 clusters Score -1108144 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6743 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -1108145.750000 Penalty: 4416.696289 Iteration 44Q: 3 clusters Score -1108146 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -1108147.625000 Penalty: 4416.696289 Iteration 45Q: 3 clusters Score -1108148 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -1108147.125000 Penalty: 4416.696289 Iteration 46Q: 3 clusters Score -1108147 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -1108147.125000 Penalty: 4416.696289 Iteration 47F: 3 clusters Score -1108147 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Entering Unmasked Estep Score: -798714.500000 Penalty: 2126.293213 Iteration 0F: 2 clusters Score -798714.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -794056.187500 Penalty: 4252.586426 Iteration 0F: 3 clusters Score -794056.2 nChanged 2065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -795279.625000 Penalty: 4252.586426 Iteration 1F: 3 clusters Score -795279.6 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -795569.437500 Penalty: 4252.586426 Iteration 2F: 3 clusters Score -795569.4 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -795768.875000 Penalty: 4252.586426 Iteration 3F: 3 clusters Score -795768.9 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -795936.937500 Penalty: 4252.586426 Iteration 4Q: 3 clusters Score -795936.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -796076.687500 Penalty: 4252.586426 Iteration 5Q: 3 clusters Score -796076.7 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -796191.437500 Penalty: 4252.586426 Iteration 6Q: 3 clusters Score -796191.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -796298.812500 Penalty: 4252.586426 Iteration 7Q: 3 clusters Score -796298.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -796401.375000 Penalty: 4252.586426 Iteration 8Q: 3 clusters Score -796401.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -796488.125000 Penalty: 4252.586426 Iteration 9Q: 3 clusters Score -796488.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -796570.812500 Penalty: 4252.586426 Iteration 10Q: 3 clusters Score -796570.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -796631.375000 Penalty: 4252.586426 Iteration 11Q: 3 clusters Score -796631.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -796674.500000 Penalty: 4252.586426 Iteration 12Q: 3 clusters Score -796674.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -796699.437500 Penalty: 4252.586426 Iteration 13Q: 3 clusters Score -796699.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -796728.500000 Penalty: 4252.586426 Iteration 14Q: 3 clusters Score -796728.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -796761.062500 Penalty: 4252.586426 Iteration 15Q: 3 clusters Score -796761.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -796790.062500 Penalty: 4252.586426 Iteration 16Q: 3 clusters Score -796790.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -796814.687500 Penalty: 4252.586426 Iteration 17Q: 3 clusters Score -796814.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -796834.812500 Penalty: 4252.586426 Iteration 18Q: 3 clusters Score -796834.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -796848.812500 Penalty: 4252.586426 Iteration 19Q: 3 clusters Score -796848.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -796858.375000 Penalty: 4252.586426 Iteration 20F: 3 clusters Score -796858.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -796868.687500 Penalty: 4252.586426 Iteration 21Q: 3 clusters Score -796868.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -796882.187500 Penalty: 4252.586426 Iteration 22Q: 3 clusters Score -796882.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -796890.250000 Penalty: 4252.586426 Iteration 23Q: 3 clusters Score -796890.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -796899.437500 Penalty: 4252.586426 Iteration 24Q: 3 clusters Score -796899.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -796905.562500 Penalty: 4252.586426 Iteration 25Q: 3 clusters Score -796905.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -796909.062500 Penalty: 4252.586426 Iteration 26Q: 3 clusters Score -796909.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -796913.500000 Penalty: 4252.586426 Iteration 27Q: 3 clusters Score -796913.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -796920.062500 Penalty: 4252.586426 Iteration 28Q: 3 clusters Score -796920.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -796922.750000 Penalty: 4252.586426 Iteration 29Q: 3 clusters Score -796922.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -796927.062500 Penalty: 4252.586426 Iteration 30Q: 3 clusters Score -796927.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -796933.375000 Penalty: 4252.586426 Iteration 31Q: 3 clusters Score -796933.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -796937.500000 Penalty: 4252.586426 Iteration 32Q: 3 clusters Score -796937.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -796939.812500 Penalty: 4252.586426 Iteration 33Q: 3 clusters Score -796939.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -796944.000000 Penalty: 4252.586426 Iteration 34Q: 3 clusters Score -796944 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -796948.375000 Penalty: 4252.586426 Iteration 35Q: 3 clusters Score -796948.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -796951.687500 Penalty: 4252.586426 Iteration 36Q: 3 clusters Score -796951.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -796954.187500 Penalty: 4252.586426 Iteration 37Q: 3 clusters Score -796954.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -796961.687500 Penalty: 4252.586426 Iteration 38Q: 3 clusters Score -796961.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -796964.625000 Penalty: 4252.586426 Iteration 39Q: 3 clusters Score -796964.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -796969.062500 Penalty: 4252.586426 Iteration 40F: 3 clusters Score -796969.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -796973.500000 Penalty: 4252.586426 Iteration 41Q: 3 clusters Score -796973.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -796981.312500 Penalty: 4252.586426 Iteration 42Q: 3 clusters Score -796981.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -796987.812500 Penalty: 4252.586426 Iteration 43Q: 3 clusters Score -796987.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -796994.312500 Penalty: 4252.586426 Iteration 44Q: 3 clusters Score -796994.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -797003.437500 Penalty: 4252.586426 Iteration 45Q: 3 clusters Score -797003.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -797013.625000 Penalty: 4252.586426 Iteration 46Q: 3 clusters Score -797013.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -797025.437500 Penalty: 4252.586426 Iteration 47Q: 3 clusters Score -797025.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -797040.812500 Penalty: 4252.586426 Iteration 48Q: 3 clusters Score -797040.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -797060.125000 Penalty: 4252.586426 Iteration 49Q: 3 clusters Score -797060.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -797080.562500 Penalty: 4252.586426 Iteration 50Q: 3 clusters Score -797080.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -797103.687500 Penalty: 4252.586426 Iteration 51Q: 3 clusters Score -797103.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -797123.187500 Penalty: 4252.586426 Iteration 52Q: 3 clusters Score -797123.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -797141.000000 Penalty: 4252.586426 Iteration 53Q: 3 clusters Score -797141 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -797157.875000 Penalty: 4252.586426 Iteration 54Q: 3 clusters Score -797157.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -797171.812500 Penalty: 4252.586426 Iteration 55Q: 3 clusters Score -797171.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -797178.875000 Penalty: 4252.586426 Iteration 56Q: 3 clusters Score -797178.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -797191.625000 Penalty: 4252.586426 Iteration 57Q: 3 clusters Score -797191.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -797197.687500 Penalty: 4252.586426 Iteration 58Q: 3 clusters Score -797197.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -797203.312500 Penalty: 4252.586426 Iteration 59Q: 3 clusters Score -797203.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -797210.062500 Penalty: 4252.586426 Iteration 60F: 3 clusters Score -797210.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -797214.625000 Penalty: 4252.586426 Iteration 61Q: 3 clusters Score -797214.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -797219.625000 Penalty: 4252.586426 Iteration 62Q: 3 clusters Score -797219.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -797224.187500 Penalty: 4252.586426 Iteration 63Q: 3 clusters Score -797224.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -797231.750000 Penalty: 4252.586426 Iteration 64Q: 3 clusters Score -797231.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -797233.500000 Penalty: 4252.586426 Iteration 65Q: 3 clusters Score -797233.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -797235.437500 Penalty: 4252.586426 Iteration 66Q: 3 clusters Score -797235.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -797238.250000 Penalty: 4252.586426 Iteration 67Q: 3 clusters Score -797238.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -797243.187500 Penalty: 4252.586426 Iteration 68Q: 3 clusters Score -797243.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -797247.500000 Penalty: 4252.586426 Iteration 69Q: 3 clusters Score -797247.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -797251.125000 Penalty: 4252.586426 Iteration 70Q: 3 clusters Score -797251.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -797254.687500 Penalty: 4252.586426 Iteration 71Q: 3 clusters Score -797254.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -797256.875000 Penalty: 4252.586426 Iteration 72Q: 3 clusters Score -797256.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -797258.937500 Penalty: 4252.586426 Iteration 73Q: 3 clusters Score -797258.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -797262.250000 Penalty: 4252.586426 Iteration 74Q: 3 clusters Score -797262.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -797260.312500 Penalty: 4252.586426 Iteration 75Q: 3 clusters Score -797260.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -797261.562500 Penalty: 4252.586426 Iteration 76Q: 3 clusters Score -797261.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -797261.562500 Penalty: 4252.586426 Iteration 77F: 3 clusters Score -797261.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Entering Unmasked Estep Score: -63009.675781 Penalty: 1512.879150 Iteration 0F: 2 clusters Score -63009.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -61617.429688 Penalty: 3025.758301 Iteration 0F: 3 clusters Score -61617.43 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -61779.507812 Penalty: 3025.758301 Iteration 1F: 3 clusters Score -61779.51 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -61862.222656 Penalty: 3025.758301 Iteration 2F: 3 clusters Score -61862.22 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -61926.136719 Penalty: 3025.758301 Iteration 3Q: 3 clusters Score -61926.14 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -62033.554688 Penalty: 3025.758301 Iteration 4Q: 3 clusters Score -62033.55 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -62163.140625 Penalty: 3025.758301 Iteration 5Q: 3 clusters Score -62163.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -62248.988281 Penalty: 3025.758301 Iteration 6Q: 3 clusters Score -62248.99 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -62317.238281 Penalty: 3025.758301 Iteration 7Q: 3 clusters Score -62317.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -62367.117188 Penalty: 3025.758301 Iteration 8Q: 3 clusters Score -62367.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -62398.890625 Penalty: 3025.758301 Iteration 9Q: 3 clusters Score -62398.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -62420.039062 Penalty: 3025.758301 Iteration 10Q: 3 clusters Score -62420.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -62435.351562 Penalty: 3025.758301 Iteration 11Q: 3 clusters Score -62435.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -62438.519531 Penalty: 3025.758301 Iteration 12Q: 3 clusters Score -62438.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -62438.519531 Penalty: 3025.758301 Iteration 13F: 3 clusters Score -62438.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Entering Unmasked Estep Score: -35534.394531 Penalty: 1385.637695 Iteration 0F: 2 clusters Score -35534.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -34339.324219 Penalty: 2771.275391 Iteration 0F: 3 clusters Score -34339.32 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -34428.433594 Penalty: 2771.275391 Iteration 1F: 3 clusters Score -34428.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -34461.058594 Penalty: 2771.275391 Iteration 2Q: 3 clusters Score -34461.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -34461.945312 Penalty: 2771.275391 Iteration 3Q: 3 clusters Score -34461.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -34461.945312 Penalty: 2771.275391 Iteration 4F: 3 clusters Score -34461.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (7831 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Entering Unmasked Estep Score: -1140938.250000 Penalty: 2223.529541 Iteration 0F: 2 clusters Score -1140938 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -1134713.750000 Penalty: 4447.059082 Iteration 0F: 3 clusters Score -1134714 nChanged 3130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -1136398.125000 Penalty: 4447.059082 Iteration 1F: 3 clusters Score -1136398 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -1136667.500000 Penalty: 4447.059082 Iteration 2F: 3 clusters Score -1136668 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -1136864.500000 Penalty: 4447.059082 Iteration 3F: 3 clusters Score -1136864 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -1137036.625000 Penalty: 4447.059082 Iteration 4Q: 3 clusters Score -1137037 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -1137188.125000 Penalty: 4447.059082 Iteration 5Q: 3 clusters Score -1137188 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -1137352.000000 Penalty: 4447.059082 Iteration 6Q: 3 clusters Score -1137352 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -1137544.375000 Penalty: 4447.059082 Iteration 7Q: 3 clusters Score -1137544 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -1137805.250000 Penalty: 4447.059082 Iteration 8Q: 3 clusters Score -1137805 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -1138206.250000 Penalty: 4447.059082 Iteration 9Q: 3 clusters Score -1138206 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -1138764.125000 Penalty: 4447.059082 Iteration 10F: 3 clusters Score -1138764 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1139437.750000 Penalty: 4447.059082 Iteration 11F: 3 clusters Score -1139438 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -1140133.875000 Penalty: 4447.059082 Iteration 12F: 3 clusters Score -1140134 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -1140626.750000 Penalty: 4447.059082 Iteration 13F: 3 clusters Score -1140627 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -1140865.250000 Penalty: 4447.059082 Iteration 14Q: 3 clusters Score -1140865 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -1140949.500000 Penalty: 4447.059082 Iteration 15Q: 3 clusters Score -1140950 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -1140985.875000 Penalty: 4447.059082 Iteration 16Q: 3 clusters Score -1140986 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -1141003.750000 Penalty: 4447.059082 Iteration 17Q: 3 clusters Score -1141004 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -1141019.500000 Penalty: 4447.059082 Iteration 18Q: 3 clusters Score -1141020 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -1141030.875000 Penalty: 4447.059082 Iteration 19Q: 3 clusters Score -1141031 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -1141032.750000 Penalty: 4447.059082 Iteration 20F: 3 clusters Score -1141033 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -1141040.125000 Penalty: 4447.059082 Iteration 21Q: 3 clusters Score -1141040 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -1141042.250000 Penalty: 4447.059082 Iteration 22Q: 3 clusters Score -1141042 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -1141041.000000 Penalty: 4447.059082 Iteration 23Q: 3 clusters Score -1141041 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -1141044.875000 Penalty: 4447.059082 Iteration 24Q: 3 clusters Score -1141045 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -1141045.875000 Penalty: 4447.059082 Iteration 25Q: 3 clusters Score -1141046 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -1141050.875000 Penalty: 4447.059082 Iteration 26Q: 3 clusters Score -1141051 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -1141049.625000 Penalty: 4447.059082 Iteration 27Q: 3 clusters Score -1141050 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -1141048.875000 Penalty: 4447.059082 Iteration 28Q: 3 clusters Score -1141049 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -1141048.875000 Penalty: 4447.059082 Iteration 29F: 3 clusters Score -1141049 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 85179 members Mstep: Class 2 contains 52345 members Mstep: Class 3 contains 10415 members Mstep: Class 4 contains 3792 members Mstep: Class 5 contains 31545 members Mstep: Class 6 contains 4103 members Mstep: Class 7 contains 22879 members Mstep: Class 8 contains 395 members Mstep: Class 9 contains 10682 members Mstep: Class 10 contains 7366 members Mstep: Class 11 contains 5291 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 4113 members Mstep: Class 15 contains 1743 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 101654 members Mstep: Class 18 contains 2756 members Mstep: Class 19 contains 8465 members Mstep: Class 20 contains 2664 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4991 members Mstep: Class 24 contains 11581 members Mstep: Class 25 contains 4798 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3541 members Mstep: Class 29 contains 6057 members Mstep: Class 30 contains 21686 members Mstep: Class 31 contains 7910 members Mstep: Class 32 contains 1596 members Mstep: Class 33 contains 16917 members Mstep: Class 34 contains 3718 members Entering Unmasked Estep Score: -65619244.000000 Penalty: 109646.468750 Splitting cluster 14 changes total score from -65619876.000000 to -65619244.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (1743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Entering Unmasked Estep Score: -236984.765625 Penalty: 1850.914062 Iteration 0F: 2 clusters Score -236984.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -234629.500000 Penalty: 3701.828125 Iteration 0F: 3 clusters Score -234629.5 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -235238.562500 Penalty: 3701.828125 Iteration 1F: 3 clusters Score -235238.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -235444.171875 Penalty: 3701.828125 Iteration 2F: 3 clusters Score -235444.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -235558.156250 Penalty: 3701.828125 Iteration 3F: 3 clusters Score -235558.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -235644.125000 Penalty: 3701.828125 Iteration 4Q: 3 clusters Score -235644.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -235704.796875 Penalty: 3701.828125 Iteration 5Q: 3 clusters Score -235704.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -235753.078125 Penalty: 3701.828125 Iteration 6Q: 3 clusters Score -235753.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -235821.031250 Penalty: 3701.828125 Iteration 7Q: 3 clusters Score -235821 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -235873.421875 Penalty: 3701.828125 Iteration 8Q: 3 clusters Score -235873.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -235902.468750 Penalty: 3701.828125 Iteration 9Q: 3 clusters Score -235902.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -235920.078125 Penalty: 3701.828125 Iteration 10Q: 3 clusters Score -235920.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -235936.890625 Penalty: 3701.828125 Iteration 11Q: 3 clusters Score -235936.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -235958.515625 Penalty: 3701.828125 Iteration 12Q: 3 clusters Score -235958.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -235992.046875 Penalty: 3701.828125 Iteration 13Q: 3 clusters Score -235992 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -236032.421875 Penalty: 3701.828125 Iteration 14Q: 3 clusters Score -236032.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -236062.671875 Penalty: 3701.828125 Iteration 15Q: 3 clusters Score -236062.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -236092.296875 Penalty: 3701.828125 Iteration 16Q: 3 clusters Score -236092.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -236121.125000 Penalty: 3701.828125 Iteration 17Q: 3 clusters Score -236121.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -236136.234375 Penalty: 3701.828125 Iteration 18Q: 3 clusters Score -236136.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -236145.640625 Penalty: 3701.828125 Iteration 19Q: 3 clusters Score -236145.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -236160.859375 Penalty: 3701.828125 Iteration 20F: 3 clusters Score -236160.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -236215.312500 Penalty: 3701.828125 Iteration 21Q: 3 clusters Score -236215.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -236243.562500 Penalty: 3701.828125 Iteration 22Q: 3 clusters Score -236243.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -236262.015625 Penalty: 3701.828125 Iteration 23Q: 3 clusters Score -236262 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -236272.578125 Penalty: 3701.828125 Iteration 24Q: 3 clusters Score -236272.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -236278.328125 Penalty: 3701.828125 Iteration 25Q: 3 clusters Score -236278.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -236282.421875 Penalty: 3701.828125 Iteration 26Q: 3 clusters Score -236282.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -236283.796875 Penalty: 3701.828125 Iteration 27Q: 3 clusters Score -236283.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -236286.343750 Penalty: 3701.828125 Iteration 28Q: 3 clusters Score -236286.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -236286.343750 Penalty: 3701.828125 Iteration 29F: 3 clusters Score -236286.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Entering Unmasked Estep Score: -38510.097656 Penalty: 1404.414185 Iteration 0F: 2 clusters Score -38510.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -37295.203125 Penalty: 2808.828369 Iteration 0F: 3 clusters Score -37295.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -37493.855469 Penalty: 2808.828369 Iteration 1F: 3 clusters Score -37493.86 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -37672.667969 Penalty: 2808.828369 Iteration 2F: 3 clusters Score -37672.67 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -37779.308594 Penalty: 2808.828369 Iteration 3Q: 3 clusters Score -37779.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -38012.089844 Penalty: 2808.828369 Iteration 4Q: 3 clusters Score -38012.09 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -38223.187500 Penalty: 2808.828369 Iteration 5F: 3 clusters Score -38223.19 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -38375.773438 Penalty: 2808.828369 Iteration 6F: 3 clusters Score -38375.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -38483.039062 Penalty: 2808.828369 Iteration 7Q: 3 clusters Score -38483.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -38516.441406 Penalty: 2808.828369 Iteration 8Q: 3 clusters Score -38516.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -38535.617188 Penalty: 2808.828369 Iteration 9Q: 3 clusters Score -38535.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -38544.394531 Penalty: 2808.828369 Iteration 10Q: 3 clusters Score -38544.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -38556.320312 Penalty: 2808.828369 Iteration 11Q: 3 clusters Score -38556.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -38570.035156 Penalty: 2808.828369 Iteration 12Q: 3 clusters Score -38570.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -38570.035156 Penalty: 2808.828369 Iteration 13F: 3 clusters Score -38570.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 85179 members Mstep: Class 2 contains 52345 members Mstep: Class 3 contains 10415 members Mstep: Class 4 contains 3792 members Mstep: Class 5 contains 31545 members Mstep: Class 6 contains 4103 members Mstep: Class 7 contains 22879 members Mstep: Class 8 contains 395 members Mstep: Class 9 contains 10682 members Mstep: Class 10 contains 7366 members Mstep: Class 11 contains 5291 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7831 members Mstep: Class 15 contains 1743 members Mstep: Class 16 contains 59 members Mstep: Class 17 contains 101654 members Mstep: Class 18 contains 2756 members Mstep: Class 19 contains 8465 members Mstep: Class 20 contains 2664 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4991 members Mstep: Class 24 contains 11581 members Mstep: Class 25 contains 4798 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3541 members Mstep: Class 29 contains 6057 members Mstep: Class 30 contains 21686 members Mstep: Class 31 contains 7910 members Mstep: Class 32 contains 1596 members Mstep: Class 33 contains 16917 members Mstep: Class 34 contains 229 members Entering Unmasked Estep Score: -65618312.000000 Penalty: 109646.468750 Splitting cluster 16 changes total score from -65619876.000000 to -65618312.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (101654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101654 members Entering Unmasked Estep Score: -15774350.000000 Penalty: 2859.273926 Iteration 0F: 2 clusters Score -1.577435e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50882 members Mstep: Class 2 contains 50772 members Entering Unmasked Estep Score: -15709829.000000 Penalty: 5718.547852 Iteration 0F: 3 clusters Score -1.570983e+07 nChanged 47822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52054 members Mstep: Class 2 contains 49600 members Entering Unmasked Estep Score: -15736764.000000 Penalty: 5718.547852 Iteration 1F: 3 clusters Score -1.573676e+07 nChanged 3381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52927 members Mstep: Class 2 contains 48727 members Entering Unmasked Estep Score: -15737593.000000 Penalty: 5718.547852 Iteration 2Q: 3 clusters Score -1.573759e+07 nChanged 3615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54154 members Mstep: Class 2 contains 47500 members Entering Unmasked Estep Score: -15738649.000000 Penalty: 5718.547852 Iteration 3Q: 3 clusters Score -1.573865e+07 nChanged 4099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55991 members Mstep: Class 2 contains 45663 members Entering Unmasked Estep Score: -15740101.000000 Penalty: 5718.547852 Iteration 4Q: 3 clusters Score -1.57401e+07 nChanged 4726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58637 members Mstep: Class 2 contains 43017 members Entering Unmasked Estep Score: -15742185.000000 Penalty: 5718.547852 Iteration 5Q: 3 clusters Score -1.574218e+07 nChanged 5355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62054 members Mstep: Class 2 contains 39600 members Entering Unmasked Estep Score: -15744896.000000 Penalty: 5718.547852 Iteration 6F: 3 clusters Score -1.57449e+07 nChanged 5949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66247 members Mstep: Class 2 contains 35407 members Entering Unmasked Estep Score: -15748485.000000 Penalty: 5718.547852 Iteration 7F: 3 clusters Score -1.574848e+07 nChanged 6191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70822 members Mstep: Class 2 contains 30832 members Entering Unmasked Estep Score: -15753026.000000 Penalty: 5718.547852 Iteration 8F: 3 clusters Score -1.575303e+07 nChanged 5947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75231 members Mstep: Class 2 contains 26423 members Entering Unmasked Estep Score: -15758019.000000 Penalty: 5718.547852 Iteration 9F: 3 clusters Score -1.575802e+07 nChanged 5235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78698 members Mstep: Class 2 contains 22956 members Entering Unmasked Estep Score: -15762289.000000 Penalty: 5718.547852 Iteration 10F: 3 clusters Score -1.576229e+07 nChanged 4151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81045 members Mstep: Class 2 contains 20609 members Entering Unmasked Estep Score: -15765480.000000 Penalty: 5718.547852 Iteration 11Q: 3 clusters Score -1.576548e+07 nChanged 2885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82582 members Mstep: Class 2 contains 19072 members Entering Unmasked Estep Score: -15767123.000000 Penalty: 5718.547852 Iteration 12Q: 3 clusters Score -1.576712e+07 nChanged 1909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83817 members Mstep: Class 2 contains 17837 members Entering Unmasked Estep Score: -15768013.000000 Penalty: 5718.547852 Iteration 13Q: 3 clusters Score -1.576801e+07 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85025 members Mstep: Class 2 contains 16629 members Entering Unmasked Estep Score: -15768533.000000 Penalty: 5718.547852 Iteration 14Q: 3 clusters Score -1.576853e+07 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86155 members Mstep: Class 2 contains 15499 members Entering Unmasked Estep Score: -15768909.000000 Penalty: 5718.547852 Iteration 15Q: 3 clusters Score -1.576891e+07 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87233 members Mstep: Class 2 contains 14421 members Entering Unmasked Estep Score: -15769224.000000 Penalty: 5718.547852 Iteration 16Q: 3 clusters Score -1.576922e+07 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88299 members Mstep: Class 2 contains 13355 members Entering Unmasked Estep Score: -15769490.000000 Penalty: 5718.547852 Iteration 17Q: 3 clusters Score -1.576949e+07 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89425 members Mstep: Class 2 contains 12229 members Entering Unmasked Estep Score: -15769759.000000 Penalty: 5718.547852 Iteration 18Q: 3 clusters Score -1.576976e+07 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90485 members Mstep: Class 2 contains 11169 members Entering Unmasked Estep Score: -15770045.000000 Penalty: 5718.547852 Iteration 19Q: 3 clusters Score -1.577004e+07 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91557 members Mstep: Class 2 contains 10097 members Entering Unmasked Estep Score: -15770361.000000 Penalty: 5718.547852 Iteration 20F: 3 clusters Score -1.577036e+07 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92585 members Mstep: Class 2 contains 9069 members Entering Unmasked Estep Score: -15770723.000000 Penalty: 5718.547852 Iteration 21Q: 3 clusters Score -1.577072e+07 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93563 members Mstep: Class 2 contains 8091 members Entering Unmasked Estep Score: -15771197.000000 Penalty: 5718.547852 Iteration 22Q: 3 clusters Score -1.57712e+07 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94420 members Mstep: Class 2 contains 7234 members Entering Unmasked Estep Score: -15771477.000000 Penalty: 5718.547852 Iteration 23Q: 3 clusters Score -1.577148e+07 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95142 members Mstep: Class 2 contains 6512 members Entering Unmasked Estep Score: -15771751.000000 Penalty: 5718.547852 Iteration 24Q: 3 clusters Score -1.577175e+07 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95760 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -15771948.000000 Penalty: 5718.547852 Iteration 25Q: 3 clusters Score -1.577195e+07 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96276 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -15772142.000000 Penalty: 5718.547852 Iteration 26Q: 3 clusters Score -1.577214e+07 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96738 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -15772255.000000 Penalty: 5718.547852 Iteration 27Q: 3 clusters Score -1.577226e+07 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97168 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -15772337.000000 Penalty: 5718.547852 Iteration 28Q: 3 clusters Score -1.577234e+07 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97518 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -15772389.000000 Penalty: 5718.547852 Iteration 29Q: 3 clusters Score -1.577239e+07 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97823 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -15772389.000000 Penalty: 5718.547852 Iteration 30Q: 3 clusters Score -1.577239e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98073 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -15772420.000000 Penalty: 5718.547852 Iteration 31Q: 3 clusters Score -1.577242e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98293 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -15772447.000000 Penalty: 5718.547852 Iteration 32Q: 3 clusters Score -1.577245e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98476 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -15772485.000000 Penalty: 5718.547852 Iteration 33Q: 3 clusters Score -1.577248e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98624 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -15772511.000000 Penalty: 5718.547852 Iteration 34Q: 3 clusters Score -1.577251e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98768 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -15772533.000000 Penalty: 5718.547852 Iteration 35Q: 3 clusters Score -1.577253e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98883 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -15772528.000000 Penalty: 5718.547852 Iteration 36Q: 3 clusters Score -1.577253e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98982 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -15772540.000000 Penalty: 5718.547852 Iteration 37Q: 3 clusters Score -1.577254e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99056 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -15772556.000000 Penalty: 5718.547852 Iteration 38Q: 3 clusters Score -1.577256e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99137 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -15772530.000000 Penalty: 5718.547852 Iteration 39Q: 3 clusters Score -1.577253e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99200 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -15772525.000000 Penalty: 5718.547852 Iteration 40F: 3 clusters Score -1.577252e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99256 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -15772528.000000 Penalty: 5718.547852 Iteration 41Q: 3 clusters Score -1.577253e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99304 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -15772520.000000 Penalty: 5718.547852 Iteration 42Q: 3 clusters Score -1.577252e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99348 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -15772531.000000 Penalty: 5718.547852 Iteration 43Q: 3 clusters Score -1.577253e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99389 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -15772533.000000 Penalty: 5718.547852 Iteration 44Q: 3 clusters Score -1.577253e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99414 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -15772523.000000 Penalty: 5718.547852 Iteration 45Q: 3 clusters Score -1.577252e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99445 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -15772512.000000 Penalty: 5718.547852 Iteration 46Q: 3 clusters Score -1.577251e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99467 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -15772520.000000 Penalty: 5718.547852 Iteration 47Q: 3 clusters Score -1.577252e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99490 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -15772529.000000 Penalty: 5718.547852 Iteration 48Q: 3 clusters Score -1.577253e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99517 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -15772525.000000 Penalty: 5718.547852 Iteration 49Q: 3 clusters Score -1.577252e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99542 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -15772511.000000 Penalty: 5718.547852 Iteration 50Q: 3 clusters Score -1.577251e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99562 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -15772492.000000 Penalty: 5718.547852 Iteration 51Q: 3 clusters Score -1.577249e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99582 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -15772505.000000 Penalty: 5718.547852 Iteration 52Q: 3 clusters Score -1.57725e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99598 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -15772506.000000 Penalty: 5718.547852 Iteration 53Q: 3 clusters Score -1.577251e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99620 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -15772501.000000 Penalty: 5718.547852 Iteration 54Q: 3 clusters Score -1.57725e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99637 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -15772491.000000 Penalty: 5718.547852 Iteration 55Q: 3 clusters Score -1.577249e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99651 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -15772503.000000 Penalty: 5718.547852 Iteration 56Q: 3 clusters Score -1.57725e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99664 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -15772512.000000 Penalty: 5718.547852 Iteration 57Q: 3 clusters Score -1.577251e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99673 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -15772516.000000 Penalty: 5718.547852 Iteration 58Q: 3 clusters Score -1.577252e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99688 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -15772515.000000 Penalty: 5718.547852 Iteration 59Q: 3 clusters Score -1.577252e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99694 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -15772512.000000 Penalty: 5718.547852 Iteration 60F: 3 clusters Score -1.577251e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99699 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -15772509.000000 Penalty: 5718.547852 Iteration 61Q: 3 clusters Score -1.577251e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99707 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -15772507.000000 Penalty: 5718.547852 Iteration 62Q: 3 clusters Score -1.577251e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99716 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -15772513.000000 Penalty: 5718.547852 Iteration 63Q: 3 clusters Score -1.577251e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99722 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -15772514.000000 Penalty: 5718.547852 Iteration 64Q: 3 clusters Score -1.577251e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99727 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -15772517.000000 Penalty: 5718.547852 Iteration 65Q: 3 clusters Score -1.577252e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99730 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -15772511.000000 Penalty: 5718.547852 Iteration 66Q: 3 clusters Score -1.577251e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99738 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -15772513.000000 Penalty: 5718.547852 Iteration 67Q: 3 clusters Score -1.577251e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99745 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -15772514.000000 Penalty: 5718.547852 Iteration 68Q: 3 clusters Score -1.577251e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99752 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -15772514.000000 Penalty: 5718.547852 Iteration 69Q: 3 clusters Score -1.577251e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99761 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -15772507.000000 Penalty: 5718.547852 Iteration 70Q: 3 clusters Score -1.577251e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99766 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -15772518.000000 Penalty: 5718.547852 Iteration 71Q: 3 clusters Score -1.577252e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99774 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -15772520.000000 Penalty: 5718.547852 Iteration 72Q: 3 clusters Score -1.577252e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99779 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -15772523.000000 Penalty: 5718.547852 Iteration 73Q: 3 clusters Score -1.577252e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99785 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -15772526.000000 Penalty: 5718.547852 Iteration 74Q: 3 clusters Score -1.577253e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99790 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -15772532.000000 Penalty: 5718.547852 Iteration 75Q: 3 clusters Score -1.577253e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99796 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -15772528.000000 Penalty: 5718.547852 Iteration 76Q: 3 clusters Score -1.577253e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99800 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -15772523.000000 Penalty: 5718.547852 Iteration 77Q: 3 clusters Score -1.577252e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99799 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -15772523.000000 Penalty: 5718.547852 Iteration 78Q: 3 clusters Score -1.577252e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99799 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -15772523.000000 Penalty: 5718.547852 Iteration 79F: 3 clusters Score -1.577252e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2756 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Entering Unmasked Estep Score: -433958.406250 Penalty: 1964.540771 Iteration 0F: 2 clusters Score -433958.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -430852.968750 Penalty: 3929.081543 Iteration 0F: 3 clusters Score -430853 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -431455.812500 Penalty: 3929.081543 Iteration 1F: 3 clusters Score -431455.8 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -431599.500000 Penalty: 3929.081543 Iteration 2F: 3 clusters Score -431599.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -431679.375000 Penalty: 3929.081543 Iteration 3Q: 3 clusters Score -431679.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -431739.843750 Penalty: 3929.081543 Iteration 4Q: 3 clusters Score -431739.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -431776.218750 Penalty: 3929.081543 Iteration 5Q: 3 clusters Score -431776.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -431820.343750 Penalty: 3929.081543 Iteration 6Q: 3 clusters Score -431820.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -431884.500000 Penalty: 3929.081543 Iteration 7Q: 3 clusters Score -431884.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -431960.687500 Penalty: 3929.081543 Iteration 8Q: 3 clusters Score -431960.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -432030.187500 Penalty: 3929.081543 Iteration 9Q: 3 clusters Score -432030.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -432108.218750 Penalty: 3929.081543 Iteration 10Q: 3 clusters Score -432108.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -432195.656250 Penalty: 3929.081543 Iteration 11Q: 3 clusters Score -432195.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -432266.812500 Penalty: 3929.081543 Iteration 12Q: 3 clusters Score -432266.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -432318.468750 Penalty: 3929.081543 Iteration 13Q: 3 clusters Score -432318.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -432360.781250 Penalty: 3929.081543 Iteration 14Q: 3 clusters Score -432360.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -432397.406250 Penalty: 3929.081543 Iteration 15Q: 3 clusters Score -432397.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -432446.062500 Penalty: 3929.081543 Iteration 16Q: 3 clusters Score -432446.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -432499.000000 Penalty: 3929.081543 Iteration 17Q: 3 clusters Score -432499 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -432539.218750 Penalty: 3929.081543 Iteration 18Q: 3 clusters Score -432539.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -432569.406250 Penalty: 3929.081543 Iteration 19Q: 3 clusters Score -432569.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -432590.218750 Penalty: 3929.081543 Iteration 20F: 3 clusters Score -432590.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -432602.062500 Penalty: 3929.081543 Iteration 21Q: 3 clusters Score -432602.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -432613.625000 Penalty: 3929.081543 Iteration 22Q: 3 clusters Score -432613.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -432623.000000 Penalty: 3929.081543 Iteration 23Q: 3 clusters Score -432623 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -432628.250000 Penalty: 3929.081543 Iteration 24Q: 3 clusters Score -432628.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -432631.062500 Penalty: 3929.081543 Iteration 25Q: 3 clusters Score -432631.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -432634.281250 Penalty: 3929.081543 Iteration 26Q: 3 clusters Score -432634.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -432637.531250 Penalty: 3929.081543 Iteration 27Q: 3 clusters Score -432637.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -432642.437500 Penalty: 3929.081543 Iteration 28Q: 3 clusters Score -432642.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -432644.562500 Penalty: 3929.081543 Iteration 29Q: 3 clusters Score -432644.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -432649.593750 Penalty: 3929.081543 Iteration 30Q: 3 clusters Score -432649.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -432652.062500 Penalty: 3929.081543 Iteration 31Q: 3 clusters Score -432652.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -432660.906250 Penalty: 3929.081543 Iteration 32Q: 3 clusters Score -432660.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -432666.500000 Penalty: 3929.081543 Iteration 33Q: 3 clusters Score -432666.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -432673.000000 Penalty: 3929.081543 Iteration 34Q: 3 clusters Score -432673 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -432677.906250 Penalty: 3929.081543 Iteration 35Q: 3 clusters Score -432677.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -432683.000000 Penalty: 3929.081543 Iteration 36Q: 3 clusters Score -432683 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -432686.187500 Penalty: 3929.081543 Iteration 37Q: 3 clusters Score -432686.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -432687.250000 Penalty: 3929.081543 Iteration 38Q: 3 clusters Score -432687.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -432688.281250 Penalty: 3929.081543 Iteration 39Q: 3 clusters Score -432688.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -432690.312500 Penalty: 3929.081543 Iteration 40F: 3 clusters Score -432690.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -432690.687500 Penalty: 3929.081543 Iteration 41Q: 3 clusters Score -432690.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -432690.906250 Penalty: 3929.081543 Iteration 42Q: 3 clusters Score -432690.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -432690.906250 Penalty: 3929.081543 Iteration 43F: 3 clusters Score -432690.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8465 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8465 members Entering Unmasked Estep Score: -1281226.375000 Penalty: 2242.836426 Iteration 0F: 2 clusters Score -1281226 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -1274592.500000 Penalty: 4485.672852 Iteration 0F: 3 clusters Score -1274592 nChanged 3449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -1276525.125000 Penalty: 4485.672852 Iteration 1F: 3 clusters Score -1276525 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -1276968.375000 Penalty: 4485.672852 Iteration 2F: 3 clusters Score -1276968 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1277516.750000 Penalty: 4485.672852 Iteration 3F: 3 clusters Score -1277517 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -1278235.500000 Penalty: 4485.672852 Iteration 4F: 3 clusters Score -1278236 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -1279135.375000 Penalty: 4485.672852 Iteration 5F: 3 clusters Score -1279135 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -1279804.625000 Penalty: 4485.672852 Iteration 6F: 3 clusters Score -1279805 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -1280155.750000 Penalty: 4485.672852 Iteration 7F: 3 clusters Score -1280156 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -1280334.625000 Penalty: 4485.672852 Iteration 8Q: 3 clusters Score -1280335 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -1280427.000000 Penalty: 4485.672852 Iteration 9Q: 3 clusters Score -1280427 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -1280488.375000 Penalty: 4485.672852 Iteration 10Q: 3 clusters Score -1280488 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -1280522.750000 Penalty: 4485.672852 Iteration 11Q: 3 clusters Score -1280523 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -1280535.250000 Penalty: 4485.672852 Iteration 12Q: 3 clusters Score -1280535 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -1280544.375000 Penalty: 4485.672852 Iteration 13Q: 3 clusters Score -1280544 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -1280551.250000 Penalty: 4485.672852 Iteration 14Q: 3 clusters Score -1280551 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -1280556.125000 Penalty: 4485.672852 Iteration 15Q: 3 clusters Score -1280556 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5715 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -1280561.875000 Penalty: 4485.672852 Iteration 16Q: 3 clusters Score -1280562 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1280571.125000 Penalty: 4485.672852 Iteration 17Q: 3 clusters Score -1280571 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -1280575.500000 Penalty: 4485.672852 Iteration 18Q: 3 clusters Score -1280576 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -1280587.000000 Penalty: 4485.672852 Iteration 19Q: 3 clusters Score -1280587 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5792 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -1280593.500000 Penalty: 4485.672852 Iteration 20F: 3 clusters Score -1280594 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -1280594.625000 Penalty: 4485.672852 Iteration 21Q: 3 clusters Score -1280595 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -1280595.875000 Penalty: 4485.672852 Iteration 22Q: 3 clusters Score -1280596 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -1280604.750000 Penalty: 4485.672852 Iteration 23Q: 3 clusters Score -1280605 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -1280605.875000 Penalty: 4485.672852 Iteration 24Q: 3 clusters Score -1280606 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -1280608.000000 Penalty: 4485.672852 Iteration 25Q: 3 clusters Score -1280608 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -1280606.750000 Penalty: 4485.672852 Iteration 26Q: 3 clusters Score -1280607 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -1280607.625000 Penalty: 4485.672852 Iteration 27Q: 3 clusters Score -1280608 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -1280609.000000 Penalty: 4485.672852 Iteration 28Q: 3 clusters Score -1280609 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -1280611.250000 Penalty: 4485.672852 Iteration 29Q: 3 clusters Score -1280611 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5869 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -1280608.750000 Penalty: 4485.672852 Iteration 30Q: 3 clusters Score -1280609 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5872 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -1280610.125000 Penalty: 4485.672852 Iteration 31Q: 3 clusters Score -1280610 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -1280611.125000 Penalty: 4485.672852 Iteration 32Q: 3 clusters Score -1280611 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -1280610.375000 Penalty: 4485.672852 Iteration 33Q: 3 clusters Score -1280610 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -1280612.875000 Penalty: 4485.672852 Iteration 34Q: 3 clusters Score -1280613 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -1280613.500000 Penalty: 4485.672852 Iteration 35Q: 3 clusters Score -1280614 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -1280613.500000 Penalty: 4485.672852 Iteration 36Q: 3 clusters Score -1280614 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -1280616.000000 Penalty: 4485.672852 Iteration 37Q: 3 clusters Score -1280616 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -1280616.000000 Penalty: 4485.672852 Iteration 38F: 3 clusters Score -1280616 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2664 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Entering Unmasked Estep Score: -383348.718750 Penalty: 1956.120850 Iteration 0F: 2 clusters Score -383348.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -380337.718750 Penalty: 3912.241699 Iteration 0F: 3 clusters Score -380337.7 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -381084.531250 Penalty: 3912.241699 Iteration 1F: 3 clusters Score -381084.5 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -381551.406250 Penalty: 3912.241699 Iteration 2F: 3 clusters Score -381551.4 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -381980.562500 Penalty: 3912.241699 Iteration 3F: 3 clusters Score -381980.6 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -382349.156250 Penalty: 3912.241699 Iteration 4F: 3 clusters Score -382349.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -382613.875000 Penalty: 3912.241699 Iteration 5F: 3 clusters Score -382613.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -382786.343750 Penalty: 3912.241699 Iteration 6Q: 3 clusters Score -382786.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -382896.062500 Penalty: 3912.241699 Iteration 7Q: 3 clusters Score -382896.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -382964.500000 Penalty: 3912.241699 Iteration 8Q: 3 clusters Score -382964.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -382990.968750 Penalty: 3912.241699 Iteration 9Q: 3 clusters Score -382991 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -383002.750000 Penalty: 3912.241699 Iteration 10Q: 3 clusters Score -383002.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -383009.531250 Penalty: 3912.241699 Iteration 11Q: 3 clusters Score -383009.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -383012.437500 Penalty: 3912.241699 Iteration 12Q: 3 clusters Score -383012.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -383014.750000 Penalty: 3912.241699 Iteration 13Q: 3 clusters Score -383014.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -383015.593750 Penalty: 3912.241699 Iteration 14Q: 3 clusters Score -383015.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -383015.593750 Penalty: 3912.241699 Iteration 15F: 3 clusters Score -383015.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Entering Unmasked Estep Score: -477619.562500 Penalty: 1994.828369 Iteration 0F: 2 clusters Score -477619.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -474288.812500 Penalty: 3989.656738 Iteration 0F: 3 clusters Score -474288.8 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -474993.031250 Penalty: 3989.656738 Iteration 1F: 3 clusters Score -474993 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -475161.218750 Penalty: 3989.656738 Iteration 2F: 3 clusters Score -475161.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -475279.937500 Penalty: 3989.656738 Iteration 3Q: 3 clusters Score -475279.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -475380.968750 Penalty: 3989.656738 Iteration 4Q: 3 clusters Score -475381 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -475453.375000 Penalty: 3989.656738 Iteration 5Q: 3 clusters Score -475453.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -475499.156250 Penalty: 3989.656738 Iteration 6Q: 3 clusters Score -475499.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -475533.312500 Penalty: 3989.656738 Iteration 7Q: 3 clusters Score -475533.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -475560.437500 Penalty: 3989.656738 Iteration 8Q: 3 clusters Score -475560.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -475580.218750 Penalty: 3989.656738 Iteration 9Q: 3 clusters Score -475580.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -475588.718750 Penalty: 3989.656738 Iteration 10Q: 3 clusters Score -475588.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -475601.187500 Penalty: 3989.656738 Iteration 11Q: 3 clusters Score -475601.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -475610.187500 Penalty: 3989.656738 Iteration 12Q: 3 clusters Score -475610.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -475621.750000 Penalty: 3989.656738 Iteration 13Q: 3 clusters Score -475621.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -475635.843750 Penalty: 3989.656738 Iteration 14Q: 3 clusters Score -475635.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -475647.937500 Penalty: 3989.656738 Iteration 15Q: 3 clusters Score -475647.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -475659.625000 Penalty: 3989.656738 Iteration 16Q: 3 clusters Score -475659.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -475670.312500 Penalty: 3989.656738 Iteration 17Q: 3 clusters Score -475670.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -475680.187500 Penalty: 3989.656738 Iteration 18Q: 3 clusters Score -475680.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -475684.531250 Penalty: 3989.656738 Iteration 19Q: 3 clusters Score -475684.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -475691.468750 Penalty: 3989.656738 Iteration 20F: 3 clusters Score -475691.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -475697.906250 Penalty: 3989.656738 Iteration 21Q: 3 clusters Score -475697.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -475702.562500 Penalty: 3989.656738 Iteration 22Q: 3 clusters Score -475702.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -475707.625000 Penalty: 3989.656738 Iteration 23Q: 3 clusters Score -475707.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -475715.062500 Penalty: 3989.656738 Iteration 24Q: 3 clusters Score -475715.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -475716.531250 Penalty: 3989.656738 Iteration 25Q: 3 clusters Score -475716.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -475716.843750 Penalty: 3989.656738 Iteration 26Q: 3 clusters Score -475716.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -475717.656250 Penalty: 3989.656738 Iteration 27Q: 3 clusters Score -475717.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -475717.656250 Penalty: 3989.656738 Iteration 28F: 3 clusters Score -475717.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Entering Unmasked Estep Score: -16233.354492 Penalty: 1197.421875 Iteration 0F: 2 clusters Score -16233.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -15390.674805 Penalty: 2394.843750 Iteration 0F: 3 clusters Score -15390.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -15411.703125 Penalty: 2394.843750 Iteration 1Q: 3 clusters Score -15411.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -15427.555664 Penalty: 2394.843750 Iteration 2Q: 3 clusters Score -15427.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -15427.555664 Penalty: 2394.843750 Iteration 3F: 3 clusters Score -15427.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Entering Unmasked Estep Score: -738520.750000 Penalty: 2111.817139 Iteration 0F: 2 clusters Score -738520.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -734038.875000 Penalty: 4223.634277 Iteration 0F: 3 clusters Score -734038.9 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -735224.375000 Penalty: 4223.634277 Iteration 1F: 3 clusters Score -735224.4 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -735565.937500 Penalty: 4223.634277 Iteration 2F: 3 clusters Score -735565.9 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -735886.250000 Penalty: 4223.634277 Iteration 3F: 3 clusters Score -735886.2 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -736198.812500 Penalty: 4223.634277 Iteration 4F: 3 clusters Score -736198.8 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -736496.937500 Penalty: 4223.634277 Iteration 5F: 3 clusters Score -736496.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -736736.125000 Penalty: 4223.634277 Iteration 6F: 3 clusters Score -736736.1 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -736988.625000 Penalty: 4223.634277 Iteration 7F: 3 clusters Score -736988.6 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -737194.062500 Penalty: 4223.634277 Iteration 8Q: 3 clusters Score -737194.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -737331.812500 Penalty: 4223.634277 Iteration 9Q: 3 clusters Score -737331.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -737441.125000 Penalty: 4223.634277 Iteration 10Q: 3 clusters Score -737441.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -737521.687500 Penalty: 4223.634277 Iteration 11Q: 3 clusters Score -737521.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -737564.562500 Penalty: 4223.634277 Iteration 12Q: 3 clusters Score -737564.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -737590.437500 Penalty: 4223.634277 Iteration 13Q: 3 clusters Score -737590.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -737617.625000 Penalty: 4223.634277 Iteration 14Q: 3 clusters Score -737617.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -737634.500000 Penalty: 4223.634277 Iteration 15Q: 3 clusters Score -737634.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -737647.312500 Penalty: 4223.634277 Iteration 16Q: 3 clusters Score -737647.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -737658.187500 Penalty: 4223.634277 Iteration 17Q: 3 clusters Score -737658.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -737665.125000 Penalty: 4223.634277 Iteration 18Q: 3 clusters Score -737665.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -737668.687500 Penalty: 4223.634277 Iteration 19Q: 3 clusters Score -737668.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -737672.375000 Penalty: 4223.634277 Iteration 20F: 3 clusters Score -737672.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -737673.625000 Penalty: 4223.634277 Iteration 21Q: 3 clusters Score -737673.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -737675.625000 Penalty: 4223.634277 Iteration 22Q: 3 clusters Score -737675.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -737676.937500 Penalty: 4223.634277 Iteration 23Q: 3 clusters Score -737676.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -737678.625000 Penalty: 4223.634277 Iteration 24Q: 3 clusters Score -737678.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -737678.500000 Penalty: 4223.634277 Iteration 25Q: 3 clusters Score -737678.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -737683.125000 Penalty: 4223.634277 Iteration 26Q: 3 clusters Score -737683.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -737685.687500 Penalty: 4223.634277 Iteration 27Q: 3 clusters Score -737685.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -737687.250000 Penalty: 4223.634277 Iteration 28Q: 3 clusters Score -737687.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -737689.812500 Penalty: 4223.634277 Iteration 29Q: 3 clusters Score -737689.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -737691.187500 Penalty: 4223.634277 Iteration 30Q: 3 clusters Score -737691.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -737689.687500 Penalty: 4223.634277 Iteration 31Q: 3 clusters Score -737689.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -737691.875000 Penalty: 4223.634277 Iteration 32Q: 3 clusters Score -737691.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -737692.312500 Penalty: 4223.634277 Iteration 33Q: 3 clusters Score -737692.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -737692.312500 Penalty: 4223.634277 Iteration 34F: 3 clusters Score -737692.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (11581 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11581 members Entering Unmasked Estep Score: -1683627.500000 Penalty: 2320.566162 Iteration 0F: 2 clusters Score -1683628 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 5843 members Entering Unmasked Estep Score: -1675081.875000 Penalty: 4641.132324 Iteration 0F: 3 clusters Score -1675082 nChanged 4830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 6067 members Entering Unmasked Estep Score: -1678209.500000 Penalty: 4641.132324 Iteration 1F: 3 clusters Score -1678210 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -1679160.750000 Penalty: 4641.132324 Iteration 2F: 3 clusters Score -1679161 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 6313 members Entering Unmasked Estep Score: -1680010.125000 Penalty: 4641.132324 Iteration 3F: 3 clusters Score -1680010 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -1680701.500000 Penalty: 4641.132324 Iteration 4F: 3 clusters Score -1680702 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 6201 members Entering Unmasked Estep Score: -1681162.375000 Penalty: 4641.132324 Iteration 5F: 3 clusters Score -1681162 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -1681482.250000 Penalty: 4641.132324 Iteration 6Q: 3 clusters Score -1681482 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 6055 members Entering Unmasked Estep Score: -1681734.625000 Penalty: 4641.132324 Iteration 7Q: 3 clusters Score -1681735 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -1681901.500000 Penalty: 4641.132324 Iteration 8Q: 3 clusters Score -1681902 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 5961 members Entering Unmasked Estep Score: -1682033.875000 Penalty: 4641.132324 Iteration 9Q: 3 clusters Score -1682034 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -1682129.000000 Penalty: 4641.132324 Iteration 10Q: 3 clusters Score -1682129 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 5900 members Entering Unmasked Estep Score: -1682202.375000 Penalty: 4641.132324 Iteration 11Q: 3 clusters Score -1682202 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5690 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -1682268.250000 Penalty: 4641.132324 Iteration 12Q: 3 clusters Score -1682268 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -1682316.125000 Penalty: 4641.132324 Iteration 13Q: 3 clusters Score -1682316 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -1682360.875000 Penalty: 4641.132324 Iteration 14Q: 3 clusters Score -1682361 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 5793 members Entering Unmasked Estep Score: -1682398.875000 Penalty: 4641.132324 Iteration 15Q: 3 clusters Score -1682399 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -1682436.875000 Penalty: 4641.132324 Iteration 16Q: 3 clusters Score -1682437 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -1682480.375000 Penalty: 4641.132324 Iteration 17Q: 3 clusters Score -1682480 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -1682520.125000 Penalty: 4641.132324 Iteration 18Q: 3 clusters Score -1682520 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -1682555.125000 Penalty: 4641.132324 Iteration 19Q: 3 clusters Score -1682555 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -1682589.750000 Penalty: 4641.132324 Iteration 20F: 3 clusters Score -1682590 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -1682621.500000 Penalty: 4641.132324 Iteration 21Q: 3 clusters Score -1682622 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -1682632.000000 Penalty: 4641.132324 Iteration 22Q: 3 clusters Score -1682632 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -1682648.875000 Penalty: 4641.132324 Iteration 23Q: 3 clusters Score -1682649 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -1682666.625000 Penalty: 4641.132324 Iteration 24Q: 3 clusters Score -1682667 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6179 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -1682676.250000 Penalty: 4641.132324 Iteration 25Q: 3 clusters Score -1682676 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 5385 members Entering Unmasked Estep Score: -1682683.750000 Penalty: 4641.132324 Iteration 26Q: 3 clusters Score -1682684 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6216 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -1682693.875000 Penalty: 4641.132324 Iteration 27Q: 3 clusters Score -1682694 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -1682699.000000 Penalty: 4641.132324 Iteration 28Q: 3 clusters Score -1682699 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6256 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -1682700.875000 Penalty: 4641.132324 Iteration 29Q: 3 clusters Score -1682701 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -1682704.375000 Penalty: 4641.132324 Iteration 30Q: 3 clusters Score -1682704 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -1682705.000000 Penalty: 4641.132324 Iteration 31Q: 3 clusters Score -1682705 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -1682705.875000 Penalty: 4641.132324 Iteration 32Q: 3 clusters Score -1682706 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -1682710.125000 Penalty: 4641.132324 Iteration 33Q: 3 clusters Score -1682710 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -1682710.125000 Penalty: 4641.132324 Iteration 34Q: 3 clusters Score -1682710 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -1682704.625000 Penalty: 4641.132324 Iteration 35Q: 3 clusters Score -1682705 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -1682711.375000 Penalty: 4641.132324 Iteration 36Q: 3 clusters Score -1682711 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 5217 members Entering Unmasked Estep Score: -1682718.375000 Penalty: 4641.132324 Iteration 37Q: 3 clusters Score -1682718 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -1682717.750000 Penalty: 4641.132324 Iteration 38Q: 3 clusters Score -1682718 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 5187 members Entering Unmasked Estep Score: -1682720.375000 Penalty: 4641.132324 Iteration 39Q: 3 clusters Score -1682720 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6410 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -1682729.625000 Penalty: 4641.132324 Iteration 40F: 3 clusters Score -1682730 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -1682733.000000 Penalty: 4641.132324 Iteration 41Q: 3 clusters Score -1682733 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6445 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -1682737.250000 Penalty: 4641.132324 Iteration 42Q: 3 clusters Score -1682737 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -1682738.000000 Penalty: 4641.132324 Iteration 43Q: 3 clusters Score -1682738 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6481 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -1682741.625000 Penalty: 4641.132324 Iteration 44Q: 3 clusters Score -1682742 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -1682743.750000 Penalty: 4641.132324 Iteration 45Q: 3 clusters Score -1682744 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -1682749.625000 Penalty: 4641.132324 Iteration 46Q: 3 clusters Score -1682750 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -1682749.500000 Penalty: 4641.132324 Iteration 47Q: 3 clusters Score -1682750 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6516 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -1682750.375000 Penalty: 4641.132324 Iteration 48Q: 3 clusters Score -1682750 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -1682748.375000 Penalty: 4641.132324 Iteration 49Q: 3 clusters Score -1682748 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -1682750.250000 Penalty: 4641.132324 Iteration 50Q: 3 clusters Score -1682750 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -1682752.500000 Penalty: 4641.132324 Iteration 51Q: 3 clusters Score -1682752 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6534 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -1682750.375000 Penalty: 4641.132324 Iteration 52Q: 3 clusters Score -1682750 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6538 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -1682751.750000 Penalty: 4641.132324 Iteration 53Q: 3 clusters Score -1682752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -1682751.625000 Penalty: 4641.132324 Iteration 54Q: 3 clusters Score -1682752 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -1682751.625000 Penalty: 4641.132324 Iteration 55F: 3 clusters Score -1682752 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (4798 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Entering Unmasked Estep Score: -671633.562500 Penalty: 2102.036621 Iteration 0F: 2 clusters Score -671633.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -667249.312500 Penalty: 4204.073242 Iteration 0F: 3 clusters Score -667249.3 nChanged 1829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -668361.875000 Penalty: 4204.073242 Iteration 1F: 3 clusters Score -668361.9 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -668671.312500 Penalty: 4204.073242 Iteration 2F: 3 clusters Score -668671.3 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -668910.625000 Penalty: 4204.073242 Iteration 3F: 3 clusters Score -668910.6 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -669136.500000 Penalty: 4204.073242 Iteration 4F: 3 clusters Score -669136.5 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -669332.000000 Penalty: 4204.073242 Iteration 5Q: 3 clusters Score -669332 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -669508.937500 Penalty: 4204.073242 Iteration 6Q: 3 clusters Score -669508.9 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -669675.625000 Penalty: 4204.073242 Iteration 7Q: 3 clusters Score -669675.6 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -669816.750000 Penalty: 4204.073242 Iteration 8Q: 3 clusters Score -669816.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -669981.187500 Penalty: 4204.073242 Iteration 9Q: 3 clusters Score -669981.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -670114.125000 Penalty: 4204.073242 Iteration 10Q: 3 clusters Score -670114.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -670216.312500 Penalty: 4204.073242 Iteration 11Q: 3 clusters Score -670216.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -670299.125000 Penalty: 4204.073242 Iteration 12Q: 3 clusters Score -670299.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -670366.500000 Penalty: 4204.073242 Iteration 13Q: 3 clusters Score -670366.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -670424.125000 Penalty: 4204.073242 Iteration 14Q: 3 clusters Score -670424.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -670463.562500 Penalty: 4204.073242 Iteration 15Q: 3 clusters Score -670463.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -670491.062500 Penalty: 4204.073242 Iteration 16Q: 3 clusters Score -670491.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -670516.125000 Penalty: 4204.073242 Iteration 17Q: 3 clusters Score -670516.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -670539.875000 Penalty: 4204.073242 Iteration 18Q: 3 clusters Score -670539.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -670552.812500 Penalty: 4204.073242 Iteration 19Q: 3 clusters Score -670552.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -670562.437500 Penalty: 4204.073242 Iteration 20F: 3 clusters Score -670562.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -670570.562500 Penalty: 4204.073242 Iteration 21Q: 3 clusters Score -670570.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -670578.625000 Penalty: 4204.073242 Iteration 22Q: 3 clusters Score -670578.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -670587.500000 Penalty: 4204.073242 Iteration 23Q: 3 clusters Score -670587.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -670591.937500 Penalty: 4204.073242 Iteration 24Q: 3 clusters Score -670591.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -670598.687500 Penalty: 4204.073242 Iteration 25Q: 3 clusters Score -670598.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -670607.437500 Penalty: 4204.073242 Iteration 26Q: 3 clusters Score -670607.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -670614.375000 Penalty: 4204.073242 Iteration 27Q: 3 clusters Score -670614.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -670616.250000 Penalty: 4204.073242 Iteration 28Q: 3 clusters Score -670616.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -670618.187500 Penalty: 4204.073242 Iteration 29Q: 3 clusters Score -670618.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -670621.250000 Penalty: 4204.073242 Iteration 30Q: 3 clusters Score -670621.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -670621.687500 Penalty: 4204.073242 Iteration 31Q: 3 clusters Score -670621.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -670626.562500 Penalty: 4204.073242 Iteration 32Q: 3 clusters Score -670626.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -670632.812500 Penalty: 4204.073242 Iteration 33Q: 3 clusters Score -670632.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -670634.750000 Penalty: 4204.073242 Iteration 34Q: 3 clusters Score -670634.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -670638.437500 Penalty: 4204.073242 Iteration 35Q: 3 clusters Score -670638.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -670638.000000 Penalty: 4204.073242 Iteration 36Q: 3 clusters Score -670638 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -670641.312500 Penalty: 4204.073242 Iteration 37Q: 3 clusters Score -670641.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -670643.250000 Penalty: 4204.073242 Iteration 38Q: 3 clusters Score -670643.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -670645.250000 Penalty: 4204.073242 Iteration 39Q: 3 clusters Score -670645.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -670647.812500 Penalty: 4204.073242 Iteration 40F: 3 clusters Score -670647.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Entering Unmasked Estep Score: -78967.226562 Penalty: 1558.927490 Iteration 0F: 2 clusters Score -78967.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -77483.093750 Penalty: 3117.854980 Iteration 0F: 3 clusters Score -77483.09 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -77645.914062 Penalty: 3117.854980 Iteration 1F: 3 clusters Score -77645.91 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -77691.054688 Penalty: 3117.854980 Iteration 2Q: 3 clusters Score -77691.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -77705.210938 Penalty: 3117.854980 Iteration 3Q: 3 clusters Score -77705.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -77711.296875 Penalty: 3117.854980 Iteration 4Q: 3 clusters Score -77711.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -77717.218750 Penalty: 3117.854980 Iteration 5Q: 3 clusters Score -77717.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -77721.484375 Penalty: 3117.854980 Iteration 6Q: 3 clusters Score -77721.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -77723.773438 Penalty: 3117.854980 Iteration 7Q: 3 clusters Score -77723.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -77728.156250 Penalty: 3117.854980 Iteration 8Q: 3 clusters Score -77728.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -77732.171875 Penalty: 3117.854980 Iteration 9Q: 3 clusters Score -77732.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -77732.898438 Penalty: 3117.854980 Iteration 10Q: 3 clusters Score -77732.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -77732.898438 Penalty: 3117.854980 Iteration 11F: 3 clusters Score -77732.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Entering Unmasked Estep Score: -142549.953125 Penalty: 1710.881226 Iteration 0F: 2 clusters Score -142550 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -140615.312500 Penalty: 3421.762451 Iteration 0F: 3 clusters Score -140615.3 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -141123.578125 Penalty: 3421.762451 Iteration 1F: 3 clusters Score -141123.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -141335.062500 Penalty: 3421.762451 Iteration 2F: 3 clusters Score -141335.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -141462.843750 Penalty: 3421.762451 Iteration 3F: 3 clusters Score -141462.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -141555.000000 Penalty: 3421.762451 Iteration 4Q: 3 clusters Score -141555 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -141631.250000 Penalty: 3421.762451 Iteration 5Q: 3 clusters Score -141631.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -141678.062500 Penalty: 3421.762451 Iteration 6Q: 3 clusters Score -141678.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -141712.109375 Penalty: 3421.762451 Iteration 7Q: 3 clusters Score -141712.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -141740.093750 Penalty: 3421.762451 Iteration 8Q: 3 clusters Score -141740.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -141784.171875 Penalty: 3421.762451 Iteration 9Q: 3 clusters Score -141784.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -141891.593750 Penalty: 3421.762451 Iteration 10Q: 3 clusters Score -141891.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -142023.109375 Penalty: 3421.762451 Iteration 11Q: 3 clusters Score -142023.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -142070.765625 Penalty: 3421.762451 Iteration 12Q: 3 clusters Score -142070.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -142083.906250 Penalty: 3421.762451 Iteration 13Q: 3 clusters Score -142083.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -142116.031250 Penalty: 3421.762451 Iteration 14Q: 3 clusters Score -142116 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -142134.718750 Penalty: 3421.762451 Iteration 15Q: 3 clusters Score -142134.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -142145.593750 Penalty: 3421.762451 Iteration 16Q: 3 clusters Score -142145.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -142158.046875 Penalty: 3421.762451 Iteration 17Q: 3 clusters Score -142158 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -142166.484375 Penalty: 3421.762451 Iteration 18Q: 3 clusters Score -142166.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -142170.406250 Penalty: 3421.762451 Iteration 19Q: 3 clusters Score -142170.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -142181.609375 Penalty: 3421.762451 Iteration 20F: 3 clusters Score -142181.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -142186.093750 Penalty: 3421.762451 Iteration 21Q: 3 clusters Score -142186.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -142190.203125 Penalty: 3421.762451 Iteration 22Q: 3 clusters Score -142190.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -142195.671875 Penalty: 3421.762451 Iteration 23Q: 3 clusters Score -142195.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -142204.937500 Penalty: 3421.762451 Iteration 24Q: 3 clusters Score -142204.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -142212.921875 Penalty: 3421.762451 Iteration 25Q: 3 clusters Score -142212.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -142221.312500 Penalty: 3421.762451 Iteration 26Q: 3 clusters Score -142221.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -142242.515625 Penalty: 3421.762451 Iteration 27Q: 3 clusters Score -142242.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -142256.375000 Penalty: 3421.762451 Iteration 28Q: 3 clusters Score -142256.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -142271.062500 Penalty: 3421.762451 Iteration 29Q: 3 clusters Score -142271.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -142283.812500 Penalty: 3421.762451 Iteration 30Q: 3 clusters Score -142283.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -142289.984375 Penalty: 3421.762451 Iteration 31Q: 3 clusters Score -142290 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -142314.218750 Penalty: 3421.762451 Iteration 32Q: 3 clusters Score -142314.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -142331.125000 Penalty: 3421.762451 Iteration 33Q: 3 clusters Score -142331.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -142364.578125 Penalty: 3421.762451 Iteration 34Q: 3 clusters Score -142364.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -142397.281250 Penalty: 3421.762451 Iteration 35Q: 3 clusters Score -142397.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -142402.468750 Penalty: 3421.762451 Iteration 36Q: 3 clusters Score -142402.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -142403.625000 Penalty: 3421.762451 Iteration 37Q: 3 clusters Score -142403.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -142404.562500 Penalty: 3421.762451 Iteration 38F: 3 clusters Score -142404.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -142406.593750 Penalty: 3421.762451 Iteration 39Q: 3 clusters Score -142406.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -142406.593750 Penalty: 3421.762451 Iteration 40F: 3 clusters Score -142406.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (3541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Entering Unmasked Estep Score: -508104.031250 Penalty: 2026.696899 Iteration 0F: 2 clusters Score -508104 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -504515.312500 Penalty: 4053.393799 Iteration 0F: 3 clusters Score -504515.3 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -505266.468750 Penalty: 4053.393799 Iteration 1F: 3 clusters Score -505266.5 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -505491.750000 Penalty: 4053.393799 Iteration 2F: 3 clusters Score -505491.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -505669.343750 Penalty: 4053.393799 Iteration 3F: 3 clusters Score -505669.3 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -505833.937500 Penalty: 4053.393799 Iteration 4F: 3 clusters Score -505833.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -505983.281250 Penalty: 4053.393799 Iteration 5Q: 3 clusters Score -505983.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -506084.968750 Penalty: 4053.393799 Iteration 6Q: 3 clusters Score -506085 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -506166.187500 Penalty: 4053.393799 Iteration 7Q: 3 clusters Score -506166.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -506245.656250 Penalty: 4053.393799 Iteration 8Q: 3 clusters Score -506245.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -506313.875000 Penalty: 4053.393799 Iteration 9Q: 3 clusters Score -506313.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -506387.906250 Penalty: 4053.393799 Iteration 10Q: 3 clusters Score -506387.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -506456.062500 Penalty: 4053.393799 Iteration 11Q: 3 clusters Score -506456.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -506520.687500 Penalty: 4053.393799 Iteration 12Q: 3 clusters Score -506520.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -506583.781250 Penalty: 4053.393799 Iteration 13Q: 3 clusters Score -506583.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -506640.875000 Penalty: 4053.393799 Iteration 14Q: 3 clusters Score -506640.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -506692.031250 Penalty: 4053.393799 Iteration 15Q: 3 clusters Score -506692 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -506729.531250 Penalty: 4053.393799 Iteration 16Q: 3 clusters Score -506729.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -506750.000000 Penalty: 4053.393799 Iteration 17Q: 3 clusters Score -506750 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -506765.312500 Penalty: 4053.393799 Iteration 18Q: 3 clusters Score -506765.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -506779.750000 Penalty: 4053.393799 Iteration 19Q: 3 clusters Score -506779.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -506792.843750 Penalty: 4053.393799 Iteration 20F: 3 clusters Score -506792.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -506808.156250 Penalty: 4053.393799 Iteration 21Q: 3 clusters Score -506808.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -506821.906250 Penalty: 4053.393799 Iteration 22Q: 3 clusters Score -506821.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -506833.656250 Penalty: 4053.393799 Iteration 23Q: 3 clusters Score -506833.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -506845.031250 Penalty: 4053.393799 Iteration 24Q: 3 clusters Score -506845 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -506852.718750 Penalty: 4053.393799 Iteration 25Q: 3 clusters Score -506852.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -506861.281250 Penalty: 4053.393799 Iteration 26Q: 3 clusters Score -506861.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -506865.656250 Penalty: 4053.393799 Iteration 27Q: 3 clusters Score -506865.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -506868.468750 Penalty: 4053.393799 Iteration 28Q: 3 clusters Score -506868.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -506873.531250 Penalty: 4053.393799 Iteration 29Q: 3 clusters Score -506873.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -506878.125000 Penalty: 4053.393799 Iteration 30Q: 3 clusters Score -506878.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -506883.062500 Penalty: 4053.393799 Iteration 31Q: 3 clusters Score -506883.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -506888.843750 Penalty: 4053.393799 Iteration 32Q: 3 clusters Score -506888.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -506891.875000 Penalty: 4053.393799 Iteration 33Q: 3 clusters Score -506891.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -506893.687500 Penalty: 4053.393799 Iteration 34Q: 3 clusters Score -506893.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -506896.031250 Penalty: 4053.393799 Iteration 35Q: 3 clusters Score -506896 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -506898.000000 Penalty: 4053.393799 Iteration 36Q: 3 clusters Score -506898 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -506900.187500 Penalty: 4053.393799 Iteration 37Q: 3 clusters Score -506900.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -506901.500000 Penalty: 4053.393799 Iteration 38Q: 3 clusters Score -506901.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -506901.500000 Penalty: 4053.393799 Iteration 39F: 3 clusters Score -506901.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (6057 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Entering Unmasked Estep Score: -928219.687500 Penalty: 2159.824463 Iteration 0F: 2 clusters Score -928219.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -923055.000000 Penalty: 4319.648926 Iteration 0F: 3 clusters Score -923055 nChanged 2375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -924350.437500 Penalty: 4319.648926 Iteration 1F: 3 clusters Score -924350.4 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -924633.375000 Penalty: 4319.648926 Iteration 2F: 3 clusters Score -924633.4 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -924889.625000 Penalty: 4319.648926 Iteration 3F: 3 clusters Score -924889.6 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -925126.062500 Penalty: 4319.648926 Iteration 4F: 3 clusters Score -925126.1 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -925340.187500 Penalty: 4319.648926 Iteration 5Q: 3 clusters Score -925340.2 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -925534.625000 Penalty: 4319.648926 Iteration 6Q: 3 clusters Score -925534.6 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -925716.000000 Penalty: 4319.648926 Iteration 7Q: 3 clusters Score -925716 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -925882.687500 Penalty: 4319.648926 Iteration 8Q: 3 clusters Score -925882.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -925997.062500 Penalty: 4319.648926 Iteration 9Q: 3 clusters Score -925997.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -926072.687500 Penalty: 4319.648926 Iteration 10Q: 3 clusters Score -926072.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -926128.312500 Penalty: 4319.648926 Iteration 11Q: 3 clusters Score -926128.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -926163.937500 Penalty: 4319.648926 Iteration 12Q: 3 clusters Score -926163.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -926192.437500 Penalty: 4319.648926 Iteration 13Q: 3 clusters Score -926192.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -926214.750000 Penalty: 4319.648926 Iteration 14Q: 3 clusters Score -926214.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -926232.562500 Penalty: 4319.648926 Iteration 15Q: 3 clusters Score -926232.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -926252.062500 Penalty: 4319.648926 Iteration 16Q: 3 clusters Score -926252.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -926271.937500 Penalty: 4319.648926 Iteration 17Q: 3 clusters Score -926271.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -926283.875000 Penalty: 4319.648926 Iteration 18Q: 3 clusters Score -926283.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -926290.625000 Penalty: 4319.648926 Iteration 19Q: 3 clusters Score -926290.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -926297.187500 Penalty: 4319.648926 Iteration 20F: 3 clusters Score -926297.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -926303.750000 Penalty: 4319.648926 Iteration 21Q: 3 clusters Score -926303.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -926307.937500 Penalty: 4319.648926 Iteration 22Q: 3 clusters Score -926307.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -926311.687500 Penalty: 4319.648926 Iteration 23Q: 3 clusters Score -926311.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -926313.687500 Penalty: 4319.648926 Iteration 24Q: 3 clusters Score -926313.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -926317.250000 Penalty: 4319.648926 Iteration 25Q: 3 clusters Score -926317.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -926321.062500 Penalty: 4319.648926 Iteration 26Q: 3 clusters Score -926321.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -926323.125000 Penalty: 4319.648926 Iteration 27Q: 3 clusters Score -926323.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -926325.562500 Penalty: 4319.648926 Iteration 28Q: 3 clusters Score -926325.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -926328.562500 Penalty: 4319.648926 Iteration 29Q: 3 clusters Score -926328.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -926326.562500 Penalty: 4319.648926 Iteration 30Q: 3 clusters Score -926326.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -926329.250000 Penalty: 4319.648926 Iteration 31Q: 3 clusters Score -926329.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -926331.062500 Penalty: 4319.648926 Iteration 32Q: 3 clusters Score -926331.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -926330.250000 Penalty: 4319.648926 Iteration 33Q: 3 clusters Score -926330.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -926329.437500 Penalty: 4319.648926 Iteration 34Q: 3 clusters Score -926329.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -926332.250000 Penalty: 4319.648926 Iteration 35Q: 3 clusters Score -926332.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -926332.625000 Penalty: 4319.648926 Iteration 36Q: 3 clusters Score -926332.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -926333.375000 Penalty: 4319.648926 Iteration 37Q: 3 clusters Score -926333.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -926332.500000 Penalty: 4319.648926 Iteration 38Q: 3 clusters Score -926332.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -926332.187500 Penalty: 4319.648926 Iteration 39Q: 3 clusters Score -926332.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -926333.875000 Penalty: 4319.648926 Iteration 40F: 3 clusters Score -926333.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -926336.250000 Penalty: 4319.648926 Iteration 41Q: 3 clusters Score -926336.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -926337.812500 Penalty: 4319.648926 Iteration 42Q: 3 clusters Score -926337.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -926338.250000 Penalty: 4319.648926 Iteration 43Q: 3 clusters Score -926338.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -926339.562500 Penalty: 4319.648926 Iteration 44Q: 3 clusters Score -926339.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -926339.125000 Penalty: 4319.648926 Iteration 45Q: 3 clusters Score -926339.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -926340.750000 Penalty: 4319.648926 Iteration 46Q: 3 clusters Score -926340.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -926339.687500 Penalty: 4319.648926 Iteration 47Q: 3 clusters Score -926339.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -926342.375000 Penalty: 4319.648926 Iteration 48Q: 3 clusters Score -926342.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -926344.500000 Penalty: 4319.648926 Iteration 49Q: 3 clusters Score -926344.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -926346.437500 Penalty: 4319.648926 Iteration 50Q: 3 clusters Score -926346.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -926348.625000 Penalty: 4319.648926 Iteration 51Q: 3 clusters Score -926348.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -926348.312500 Penalty: 4319.648926 Iteration 52Q: 3 clusters Score -926348.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -926348.187500 Penalty: 4319.648926 Iteration 53Q: 3 clusters Score -926348.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -926349.875000 Penalty: 4319.648926 Iteration 54Q: 3 clusters Score -926349.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -926349.937500 Penalty: 4319.648926 Iteration 55Q: 3 clusters Score -926349.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -926351.125000 Penalty: 4319.648926 Iteration 56Q: 3 clusters Score -926351.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -926350.937500 Penalty: 4319.648926 Iteration 57Q: 3 clusters Score -926350.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -926353.125000 Penalty: 4319.648926 Iteration 58Q: 3 clusters Score -926353.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -926353.562500 Penalty: 4319.648926 Iteration 59Q: 3 clusters Score -926353.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -926354.375000 Penalty: 4319.648926 Iteration 60F: 3 clusters Score -926354.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -926354.000000 Penalty: 4319.648926 Iteration 61Q: 3 clusters Score -926354 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -926356.937500 Penalty: 4319.648926 Iteration 62Q: 3 clusters Score -926356.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -926356.062500 Penalty: 4319.648926 Iteration 63Q: 3 clusters Score -926356.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -926360.375000 Penalty: 4319.648926 Iteration 64Q: 3 clusters Score -926360.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -926360.750000 Penalty: 4319.648926 Iteration 65Q: 3 clusters Score -926360.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -926363.875000 Penalty: 4319.648926 Iteration 66Q: 3 clusters Score -926363.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -926369.062500 Penalty: 4319.648926 Iteration 67Q: 3 clusters Score -926369.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -926369.812500 Penalty: 4319.648926 Iteration 68Q: 3 clusters Score -926369.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -926373.187500 Penalty: 4319.648926 Iteration 69Q: 3 clusters Score -926373.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -926377.812500 Penalty: 4319.648926 Iteration 70Q: 3 clusters Score -926377.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -926380.375000 Penalty: 4319.648926 Iteration 71Q: 3 clusters Score -926380.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -926386.687500 Penalty: 4319.648926 Iteration 72Q: 3 clusters Score -926386.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -926388.375000 Penalty: 4319.648926 Iteration 73Q: 3 clusters Score -926388.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -926392.250000 Penalty: 4319.648926 Iteration 74Q: 3 clusters Score -926392.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -926396.000000 Penalty: 4319.648926 Iteration 75Q: 3 clusters Score -926396 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -926399.250000 Penalty: 4319.648926 Iteration 76Q: 3 clusters Score -926399.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -926401.687500 Penalty: 4319.648926 Iteration 77Q: 3 clusters Score -926401.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -926403.812500 Penalty: 4319.648926 Iteration 78Q: 3 clusters Score -926403.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -926403.750000 Penalty: 4319.648926 Iteration 79Q: 3 clusters Score -926403.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -926406.312500 Penalty: 4319.648926 Iteration 80F: 3 clusters Score -926406.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -926410.187500 Penalty: 4319.648926 Iteration 81Q: 3 clusters Score -926410.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -926412.937500 Penalty: 4319.648926 Iteration 82Q: 3 clusters Score -926412.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -926415.687500 Penalty: 4319.648926 Iteration 83Q: 3 clusters Score -926415.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -926417.937500 Penalty: 4319.648926 Iteration 84Q: 3 clusters Score -926417.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -926416.875000 Penalty: 4319.648926 Iteration 85Q: 3 clusters Score -926416.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -926417.687500 Penalty: 4319.648926 Iteration 86Q: 3 clusters Score -926417.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -926416.687500 Penalty: 4319.648926 Iteration 87Q: 3 clusters Score -926416.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -926416.687500 Penalty: 4319.648926 Iteration 88F: 3 clusters Score -926416.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (21686 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21686 members Entering Unmasked Estep Score: -3387177.750000 Penalty: 2476.136475 Iteration 0F: 2 clusters Score -3387178 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10838 members Mstep: Class 2 contains 10848 members Entering Unmasked Estep Score: -3371943.500000 Penalty: 4952.272949 Iteration 0F: 3 clusters Score -3371944 nChanged 9661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10671 members Mstep: Class 2 contains 11015 members Entering Unmasked Estep Score: -3377381.750000 Penalty: 4952.272949 Iteration 1F: 3 clusters Score -3377382 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10466 members Mstep: Class 2 contains 11220 members Entering Unmasked Estep Score: -3378121.000000 Penalty: 4952.272949 Iteration 2F: 3 clusters Score -3378121 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10293 members Mstep: Class 2 contains 11393 members Entering Unmasked Estep Score: -3378986.750000 Penalty: 4952.272949 Iteration 3F: 3 clusters Score -3378987 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10112 members Mstep: Class 2 contains 11574 members Entering Unmasked Estep Score: -3379833.750000 Penalty: 4952.272949 Iteration 4F: 3 clusters Score -3379834 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10035 members Mstep: Class 2 contains 11651 members Entering Unmasked Estep Score: -3380584.500000 Penalty: 4952.272949 Iteration 5F: 3 clusters Score -3380584 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10003 members Mstep: Class 2 contains 11683 members Entering Unmasked Estep Score: -3381337.000000 Penalty: 4952.272949 Iteration 6F: 3 clusters Score -3381337 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10047 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -3382081.000000 Penalty: 4952.272949 Iteration 7F: 3 clusters Score -3382081 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10125 members Mstep: Class 2 contains 11561 members Entering Unmasked Estep Score: -3382757.500000 Penalty: 4952.272949 Iteration 8Q: 3 clusters Score -3382758 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10208 members Mstep: Class 2 contains 11478 members Entering Unmasked Estep Score: -3383260.750000 Penalty: 4952.272949 Iteration 9Q: 3 clusters Score -3383261 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10260 members Mstep: Class 2 contains 11426 members Entering Unmasked Estep Score: -3383578.000000 Penalty: 4952.272949 Iteration 10Q: 3 clusters Score -3383578 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10275 members Mstep: Class 2 contains 11411 members Entering Unmasked Estep Score: -3383738.500000 Penalty: 4952.272949 Iteration 11Q: 3 clusters Score -3383738 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10256 members Mstep: Class 2 contains 11430 members Entering Unmasked Estep Score: -3383856.500000 Penalty: 4952.272949 Iteration 12Q: 3 clusters Score -3383856 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10216 members Mstep: Class 2 contains 11470 members Entering Unmasked Estep Score: -3383922.750000 Penalty: 4952.272949 Iteration 13Q: 3 clusters Score -3383923 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10153 members Mstep: Class 2 contains 11533 members Entering Unmasked Estep Score: -3383997.500000 Penalty: 4952.272949 Iteration 14Q: 3 clusters Score -3383998 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10087 members Mstep: Class 2 contains 11599 members Entering Unmasked Estep Score: -3384065.750000 Penalty: 4952.272949 Iteration 15Q: 3 clusters Score -3384066 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10018 members Mstep: Class 2 contains 11668 members Entering Unmasked Estep Score: -3384145.000000 Penalty: 4952.272949 Iteration 16Q: 3 clusters Score -3384145 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9944 members Mstep: Class 2 contains 11742 members Entering Unmasked Estep Score: -3384223.750000 Penalty: 4952.272949 Iteration 17Q: 3 clusters Score -3384224 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9833 members Mstep: Class 2 contains 11853 members Entering Unmasked Estep Score: -3384313.000000 Penalty: 4952.272949 Iteration 18Q: 3 clusters Score -3384313 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9738 members Mstep: Class 2 contains 11948 members Entering Unmasked Estep Score: -3384355.000000 Penalty: 4952.272949 Iteration 19Q: 3 clusters Score -3384355 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9657 members Mstep: Class 2 contains 12029 members Entering Unmasked Estep Score: -3384402.000000 Penalty: 4952.272949 Iteration 20F: 3 clusters Score -3384402 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9582 members Mstep: Class 2 contains 12104 members Entering Unmasked Estep Score: -3384438.750000 Penalty: 4952.272949 Iteration 21Q: 3 clusters Score -3384439 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9503 members Mstep: Class 2 contains 12183 members Entering Unmasked Estep Score: -3384474.000000 Penalty: 4952.272949 Iteration 22Q: 3 clusters Score -3384474 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9425 members Mstep: Class 2 contains 12261 members Entering Unmasked Estep Score: -3384490.750000 Penalty: 4952.272949 Iteration 23Q: 3 clusters Score -3384491 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9364 members Mstep: Class 2 contains 12322 members Entering Unmasked Estep Score: -3384514.250000 Penalty: 4952.272949 Iteration 24Q: 3 clusters Score -3384514 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9306 members Mstep: Class 2 contains 12380 members Entering Unmasked Estep Score: -3384515.750000 Penalty: 4952.272949 Iteration 25Q: 3 clusters Score -3384516 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9249 members Mstep: Class 2 contains 12437 members Entering Unmasked Estep Score: -3384541.000000 Penalty: 4952.272949 Iteration 26Q: 3 clusters Score -3384541 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9206 members Mstep: Class 2 contains 12480 members Entering Unmasked Estep Score: -3384544.500000 Penalty: 4952.272949 Iteration 27Q: 3 clusters Score -3384544 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9175 members Mstep: Class 2 contains 12511 members Entering Unmasked Estep Score: -3384563.250000 Penalty: 4952.272949 Iteration 28Q: 3 clusters Score -3384563 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 12533 members Entering Unmasked Estep Score: -3384550.500000 Penalty: 4952.272949 Iteration 29Q: 3 clusters Score -3384550 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9138 members Mstep: Class 2 contains 12548 members Entering Unmasked Estep Score: -3384550.750000 Penalty: 4952.272949 Iteration 30Q: 3 clusters Score -3384551 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9131 members Mstep: Class 2 contains 12555 members Entering Unmasked Estep Score: -3384557.250000 Penalty: 4952.272949 Iteration 31Q: 3 clusters Score -3384557 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9124 members Mstep: Class 2 contains 12562 members Entering Unmasked Estep Score: -3384558.750000 Penalty: 4952.272949 Iteration 32Q: 3 clusters Score -3384559 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9116 members Mstep: Class 2 contains 12570 members Entering Unmasked Estep Score: -3384558.000000 Penalty: 4952.272949 Iteration 33Q: 3 clusters Score -3384558 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9108 members Mstep: Class 2 contains 12578 members Entering Unmasked Estep Score: -3384554.250000 Penalty: 4952.272949 Iteration 34Q: 3 clusters Score -3384554 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9099 members Mstep: Class 2 contains 12587 members Entering Unmasked Estep Score: -3384554.750000 Penalty: 4952.272949 Iteration 35Q: 3 clusters Score -3384555 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9096 members Mstep: Class 2 contains 12590 members Entering Unmasked Estep Score: -3384545.750000 Penalty: 4952.272949 Iteration 36Q: 3 clusters Score -3384546 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9086 members Mstep: Class 2 contains 12600 members Entering Unmasked Estep Score: -3384546.500000 Penalty: 4952.272949 Iteration 37Q: 3 clusters Score -3384546 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9075 members Mstep: Class 2 contains 12611 members Entering Unmasked Estep Score: -3384552.500000 Penalty: 4952.272949 Iteration 38Q: 3 clusters Score -3384552 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9063 members Mstep: Class 2 contains 12623 members Entering Unmasked Estep Score: -3384555.500000 Penalty: 4952.272949 Iteration 39Q: 3 clusters Score -3384556 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9054 members Mstep: Class 2 contains 12632 members Entering Unmasked Estep Score: -3384559.000000 Penalty: 4952.272949 Iteration 40F: 3 clusters Score -3384559 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9049 members Mstep: Class 2 contains 12637 members Entering Unmasked Estep Score: -3384569.000000 Penalty: 4952.272949 Iteration 41Q: 3 clusters Score -3384569 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9046 members Mstep: Class 2 contains 12640 members Entering Unmasked Estep Score: -3384566.250000 Penalty: 4952.272949 Iteration 42Q: 3 clusters Score -3384566 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9045 members Mstep: Class 2 contains 12641 members Entering Unmasked Estep Score: -3384566.000000 Penalty: 4952.272949 Iteration 43Q: 3 clusters Score -3384566 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9043 members Mstep: Class 2 contains 12643 members Entering Unmasked Estep Score: -3384567.750000 Penalty: 4952.272949 Iteration 44Q: 3 clusters Score -3384568 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9040 members Mstep: Class 2 contains 12646 members Entering Unmasked Estep Score: -3384568.500000 Penalty: 4952.272949 Iteration 45Q: 3 clusters Score -3384568 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9038 members Mstep: Class 2 contains 12648 members Entering Unmasked Estep Score: -3384565.000000 Penalty: 4952.272949 Iteration 46Q: 3 clusters Score -3384565 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9032 members Mstep: Class 2 contains 12654 members Entering Unmasked Estep Score: -3384566.250000 Penalty: 4952.272949 Iteration 47Q: 3 clusters Score -3384566 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9024 members Mstep: Class 2 contains 12662 members Entering Unmasked Estep Score: -3384569.750000 Penalty: 4952.272949 Iteration 48Q: 3 clusters Score -3384570 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9018 members Mstep: Class 2 contains 12668 members Entering Unmasked Estep Score: -3384577.250000 Penalty: 4952.272949 Iteration 49Q: 3 clusters Score -3384577 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9013 members Mstep: Class 2 contains 12673 members Entering Unmasked Estep Score: -3384575.000000 Penalty: 4952.272949 Iteration 50Q: 3 clusters Score -3384575 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9008 members Mstep: Class 2 contains 12678 members Entering Unmasked Estep Score: -3384575.500000 Penalty: 4952.272949 Iteration 51Q: 3 clusters Score -3384576 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9003 members Mstep: Class 2 contains 12683 members Entering Unmasked Estep Score: -3384578.500000 Penalty: 4952.272949 Iteration 52Q: 3 clusters Score -3384578 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -3384574.250000 Penalty: 4952.272949 Iteration 53Q: 3 clusters Score -3384574 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -3384574.250000 Penalty: 4952.272949 Iteration 54F: 3 clusters Score -3384574 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (7910 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7910 members Entering Unmasked Estep Score: -1239576.875000 Penalty: 2226.019043 Iteration 0F: 2 clusters Score -1239577 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -1233245.875000 Penalty: 4452.038086 Iteration 0F: 3 clusters Score -1233246 nChanged 3200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -1235001.875000 Penalty: 4452.038086 Iteration 1F: 3 clusters Score -1235002 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -1235240.500000 Penalty: 4452.038086 Iteration 2F: 3 clusters Score -1235240 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -1235405.250000 Penalty: 4452.038086 Iteration 3Q: 3 clusters Score -1235405 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -1235532.750000 Penalty: 4452.038086 Iteration 4Q: 3 clusters Score -1235533 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -1235653.875000 Penalty: 4452.038086 Iteration 5Q: 3 clusters Score -1235654 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -1235775.625000 Penalty: 4452.038086 Iteration 6Q: 3 clusters Score -1235776 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -1235890.250000 Penalty: 4452.038086 Iteration 7Q: 3 clusters Score -1235890 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -1235996.625000 Penalty: 4452.038086 Iteration 8Q: 3 clusters Score -1235997 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -1236128.000000 Penalty: 4452.038086 Iteration 9Q: 3 clusters Score -1236128 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -1236302.250000 Penalty: 4452.038086 Iteration 10Q: 3 clusters Score -1236302 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -1236495.125000 Penalty: 4452.038086 Iteration 11Q: 3 clusters Score -1236495 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -1236689.750000 Penalty: 4452.038086 Iteration 12Q: 3 clusters Score -1236690 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -1236866.500000 Penalty: 4452.038086 Iteration 13Q: 3 clusters Score -1236866 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -1237013.625000 Penalty: 4452.038086 Iteration 14Q: 3 clusters Score -1237014 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -1237120.375000 Penalty: 4452.038086 Iteration 15Q: 3 clusters Score -1237120 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -1237223.125000 Penalty: 4452.038086 Iteration 16Q: 3 clusters Score -1237223 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -1237305.875000 Penalty: 4452.038086 Iteration 17Q: 3 clusters Score -1237306 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 7295 members Entering Unmasked Estep Score: -1237378.375000 Penalty: 4452.038086 Iteration 18Q: 3 clusters Score -1237378 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 7356 members Entering Unmasked Estep Score: -1237436.125000 Penalty: 4452.038086 Iteration 19Q: 3 clusters Score -1237436 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 7398 members Entering Unmasked Estep Score: -1237482.000000 Penalty: 4452.038086 Iteration 20F: 3 clusters Score -1237482 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -1237502.250000 Penalty: 4452.038086 Iteration 21Q: 3 clusters Score -1237502 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -1237519.750000 Penalty: 4452.038086 Iteration 22Q: 3 clusters Score -1237520 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -1237526.250000 Penalty: 4452.038086 Iteration 23Q: 3 clusters Score -1237526 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 7454 members Entering Unmasked Estep Score: -1237528.875000 Penalty: 4452.038086 Iteration 24Q: 3 clusters Score -1237529 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -1237529.375000 Penalty: 4452.038086 Iteration 25Q: 3 clusters Score -1237529 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -1237533.000000 Penalty: 4452.038086 Iteration 26Q: 3 clusters Score -1237533 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 7462 members Entering Unmasked Estep Score: -1237531.500000 Penalty: 4452.038086 Iteration 27Q: 3 clusters Score -1237532 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 7463 members Entering Unmasked Estep Score: -1237534.000000 Penalty: 4452.038086 Iteration 28Q: 3 clusters Score -1237534 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 7463 members Entering Unmasked Estep Score: -1237534.000000 Penalty: 4452.038086 Iteration 29F: 3 clusters Score -1237534 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1596 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Entering Unmasked Estep Score: -227471.312500 Penalty: 1829.063354 Iteration 0F: 2 clusters Score -227471.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -225151.234375 Penalty: 3658.126709 Iteration 0F: 3 clusters Score -225151.2 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -225729.671875 Penalty: 3658.126709 Iteration 1F: 3 clusters Score -225729.7 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -226101.734375 Penalty: 3658.126709 Iteration 2F: 3 clusters Score -226101.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -226449.812500 Penalty: 3658.126709 Iteration 3F: 3 clusters Score -226449.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -226655.546875 Penalty: 3658.126709 Iteration 4F: 3 clusters Score -226655.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -226762.265625 Penalty: 3658.126709 Iteration 5Q: 3 clusters Score -226762.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -226815.937500 Penalty: 3658.126709 Iteration 6Q: 3 clusters Score -226815.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -226847.328125 Penalty: 3658.126709 Iteration 7Q: 3 clusters Score -226847.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -226870.109375 Penalty: 3658.126709 Iteration 8Q: 3 clusters Score -226870.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -226910.531250 Penalty: 3658.126709 Iteration 9Q: 3 clusters Score -226910.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -226948.156250 Penalty: 3658.126709 Iteration 10Q: 3 clusters Score -226948.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -226966.359375 Penalty: 3658.126709 Iteration 11Q: 3 clusters Score -226966.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -226969.796875 Penalty: 3658.126709 Iteration 12Q: 3 clusters Score -226969.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -226974.156250 Penalty: 3658.126709 Iteration 13Q: 3 clusters Score -226974.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -226974.921875 Penalty: 3658.126709 Iteration 14Q: 3 clusters Score -226974.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -226975.296875 Penalty: 3658.126709 Iteration 15Q: 3 clusters Score -226975.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -226976.609375 Penalty: 3658.126709 Iteration 16Q: 3 clusters Score -226976.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -226979.000000 Penalty: 3658.126709 Iteration 17Q: 3 clusters Score -226979 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -226981.750000 Penalty: 3658.126709 Iteration 18Q: 3 clusters Score -226981.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -226984.296875 Penalty: 3658.126709 Iteration 19Q: 3 clusters Score -226984.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -226986.500000 Penalty: 3658.126709 Iteration 20F: 3 clusters Score -226986.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -226987.281250 Penalty: 3658.126709 Iteration 21Q: 3 clusters Score -226987.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -226987.281250 Penalty: 3658.126709 Iteration 22F: 3 clusters Score -226987.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (16917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16917 members Entering Unmasked Estep Score: -2501239.000000 Penalty: 2414.546387 Iteration 0F: 2 clusters Score -2501239 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8405 members Mstep: Class 2 contains 8512 members Entering Unmasked Estep Score: -2489137.750000 Penalty: 4829.092773 Iteration 0F: 3 clusters Score -2489138 nChanged 7408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8305 members Mstep: Class 2 contains 8612 members Entering Unmasked Estep Score: -2493125.250000 Penalty: 4829.092773 Iteration 1F: 3 clusters Score -2493125 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8204 members Mstep: Class 2 contains 8713 members Entering Unmasked Estep Score: -2493614.000000 Penalty: 4829.092773 Iteration 2F: 3 clusters Score -2493614 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8121 members Mstep: Class 2 contains 8796 members Entering Unmasked Estep Score: -2494052.750000 Penalty: 4829.092773 Iteration 3F: 3 clusters Score -2494053 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 8930 members Entering Unmasked Estep Score: -2494393.250000 Penalty: 4829.092773 Iteration 4Q: 3 clusters Score -2494393 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7860 members Mstep: Class 2 contains 9057 members Entering Unmasked Estep Score: -2494674.500000 Penalty: 4829.092773 Iteration 5Q: 3 clusters Score -2494674 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 9222 members Entering Unmasked Estep Score: -2494929.750000 Penalty: 4829.092773 Iteration 6Q: 3 clusters Score -2494930 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7509 members Mstep: Class 2 contains 9408 members Entering Unmasked Estep Score: -2495181.000000 Penalty: 4829.092773 Iteration 7Q: 3 clusters Score -2495181 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7256 members Mstep: Class 2 contains 9661 members Entering Unmasked Estep Score: -2495402.250000 Penalty: 4829.092773 Iteration 8Q: 3 clusters Score -2495402 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 9972 members Entering Unmasked Estep Score: -2495624.750000 Penalty: 4829.092773 Iteration 9Q: 3 clusters Score -2495625 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 10330 members Entering Unmasked Estep Score: -2495855.250000 Penalty: 4829.092773 Iteration 10Q: 3 clusters Score -2495855 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6164 members Mstep: Class 2 contains 10753 members Entering Unmasked Estep Score: -2496097.750000 Penalty: 4829.092773 Iteration 11Q: 3 clusters Score -2496098 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 11237 members Entering Unmasked Estep Score: -2496335.250000 Penalty: 4829.092773 Iteration 12Q: 3 clusters Score -2496335 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 11761 members Entering Unmasked Estep Score: -2496623.250000 Penalty: 4829.092773 Iteration 13Q: 3 clusters Score -2496623 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 12332 members Entering Unmasked Estep Score: -2496931.250000 Penalty: 4829.092773 Iteration 14Q: 3 clusters Score -2496931 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 12942 members Entering Unmasked Estep Score: -2497281.500000 Penalty: 4829.092773 Iteration 15Q: 3 clusters Score -2497282 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 13555 members Entering Unmasked Estep Score: -2497659.250000 Penalty: 4829.092773 Iteration 16Q: 3 clusters Score -2497659 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 14136 members Entering Unmasked Estep Score: -2498020.250000 Penalty: 4829.092773 Iteration 17Q: 3 clusters Score -2498020 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 14700 members Entering Unmasked Estep Score: -2498396.250000 Penalty: 4829.092773 Iteration 18Q: 3 clusters Score -2498396 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 15170 members Entering Unmasked Estep Score: -2498724.750000 Penalty: 4829.092773 Iteration 19Q: 3 clusters Score -2498725 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 15543 members Entering Unmasked Estep Score: -2498983.500000 Penalty: 4829.092773 Iteration 20F: 3 clusters Score -2498984 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 15792 members Entering Unmasked Estep Score: -2499137.000000 Penalty: 4829.092773 Iteration 21Q: 3 clusters Score -2499137 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 15962 members Entering Unmasked Estep Score: -2499248.000000 Penalty: 4829.092773 Iteration 22Q: 3 clusters Score -2499248 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 16072 members Entering Unmasked Estep Score: -2499333.750000 Penalty: 4829.092773 Iteration 23Q: 3 clusters Score -2499334 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 16146 members Entering Unmasked Estep Score: -2499387.500000 Penalty: 4829.092773 Iteration 24Q: 3 clusters Score -2499388 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 16193 members Entering Unmasked Estep Score: -2499412.250000 Penalty: 4829.092773 Iteration 25Q: 3 clusters Score -2499412 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 16227 members Entering Unmasked Estep Score: -2499440.000000 Penalty: 4829.092773 Iteration 26Q: 3 clusters Score -2499440 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 16249 members Entering Unmasked Estep Score: -2499461.500000 Penalty: 4829.092773 Iteration 27Q: 3 clusters Score -2499462 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 16265 members Entering Unmasked Estep Score: -2499475.500000 Penalty: 4829.092773 Iteration 28Q: 3 clusters Score -2499476 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 16276 members Entering Unmasked Estep Score: -2499479.750000 Penalty: 4829.092773 Iteration 29Q: 3 clusters Score -2499480 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 16284 members Entering Unmasked Estep Score: -2499488.000000 Penalty: 4829.092773 Iteration 30Q: 3 clusters Score -2499488 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 16289 members Entering Unmasked Estep Score: -2499490.500000 Penalty: 4829.092773 Iteration 31Q: 3 clusters Score -2499490 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 16294 members Entering Unmasked Estep Score: -2499497.750000 Penalty: 4829.092773 Iteration 32Q: 3 clusters Score -2499498 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 16296 members Entering Unmasked Estep Score: -2499498.250000 Penalty: 4829.092773 Iteration 33Q: 3 clusters Score -2499498 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 16299 members Entering Unmasked Estep Score: -2499503.500000 Penalty: 4829.092773 Iteration 34Q: 3 clusters Score -2499504 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 16303 members Entering Unmasked Estep Score: -2499503.500000 Penalty: 4829.092773 Iteration 35Q: 3 clusters Score -2499504 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 16304 members Entering Unmasked Estep Score: -2499503.750000 Penalty: 4829.092773 Iteration 36Q: 3 clusters Score -2499504 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 16304 members Entering Unmasked Estep Score: -2499503.750000 Penalty: 4829.092773 Iteration 37F: 3 clusters Score -2499504 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 85179 members Mstep: Class 2 contains 52345 members Mstep: Class 3 contains 10415 members Mstep: Class 4 contains 3792 members Mstep: Class 5 contains 31545 members Mstep: Class 6 contains 4103 members Mstep: Class 7 contains 22879 members Mstep: Class 8 contains 395 members Mstep: Class 9 contains 10682 members Mstep: Class 10 contains 7366 members Mstep: Class 11 contains 5291 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7831 members Mstep: Class 15 contains 1743 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 101654 members Mstep: Class 18 contains 2756 members Mstep: Class 19 contains 8465 members Mstep: Class 20 contains 2664 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4991 members Mstep: Class 24 contains 11581 members Mstep: Class 25 contains 4798 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3541 members Mstep: Class 29 contains 6057 members Mstep: Class 30 contains 21686 members Mstep: Class 31 contains 7910 members Mstep: Class 32 contains 1596 members Mstep: Class 33 contains 16917 members Entering Unmasked Estep ConsiderDeletion Score: -65620412.000000 Penalty: 106421.570312 Iteration 119Q: 34 clusters Score -6.562041e+07 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 84994 members Mstep: Class 2 contains 52497 members Mstep: Class 3 contains 10486 members Mstep: Class 4 contains 3792 members Mstep: Class 5 contains 31537 members Mstep: Class 6 contains 4103 members Mstep: Class 7 contains 22879 members Mstep: Class 8 contains 395 members Mstep: Class 9 contains 10683 members Mstep: Class 10 contains 7370 members Mstep: Class 11 contains 5294 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7827 members Mstep: Class 15 contains 1744 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102035 members Mstep: Class 18 contains 2756 members Mstep: Class 19 contains 8466 members Mstep: Class 20 contains 2677 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4988 members Mstep: Class 24 contains 11585 members Mstep: Class 25 contains 4790 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3545 members Mstep: Class 29 contains 6057 members Mstep: Class 30 contains 21250 members Mstep: Class 31 contains 7946 members Mstep: Class 32 contains 1596 members Mstep: Class 33 contains 16890 members Entering Unmasked Estep ConsiderDeletion Score: -65621368.000000 Penalty: 106421.570312 Iteration 120F: 34 clusters Score -6.562137e+07 nChanged 2005 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 84791 members Mstep: Class 2 contains 52553 members Mstep: Class 3 contains 10542 members Mstep: Class 4 contains 3792 members Mstep: Class 5 contains 31532 members Mstep: Class 6 contains 4102 members Mstep: Class 7 contains 22879 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 10673 members Mstep: Class 10 contains 7374 members Mstep: Class 11 contains 5293 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7819 members Mstep: Class 15 contains 1745 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 102537 members Mstep: Class 18 contains 2756 members Mstep: Class 19 contains 8466 members Mstep: Class 20 contains 2684 members Mstep: Class 21 contains 3115 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4981 members Mstep: Class 24 contains 11590 members Mstep: Class 25 contains 4789 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3546 members Mstep: Class 29 contains 6058 members Mstep: Class 30 contains 20836 members Mstep: Class 31 contains 7985 members Mstep: Class 32 contains 1597 members Mstep: Class 33 contains 16857 members Entering Unmasked Estep ConsiderDeletion Score: -65622048.000000 Penalty: 106421.570312 Iteration 121Q: 34 clusters Score -6.562205e+07 nChanged 1935 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84620 members Mstep: Class 2 contains 52527 members Mstep: Class 3 contains 10573 members Mstep: Class 4 contains 3793 members Mstep: Class 5 contains 31505 members Mstep: Class 6 contains 4102 members Mstep: Class 7 contains 22878 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 10679 members Mstep: Class 10 contains 7380 members Mstep: Class 11 contains 5289 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7813 members Mstep: Class 15 contains 1747 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 103038 members Mstep: Class 18 contains 2756 members Mstep: Class 19 contains 8467 members Mstep: Class 20 contains 2689 members Mstep: Class 21 contains 3117 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4976 members Mstep: Class 24 contains 11591 members Mstep: Class 25 contains 4796 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3546 members Mstep: Class 29 contains 6059 members Mstep: Class 30 contains 20492 members Mstep: Class 31 contains 8030 members Mstep: Class 32 contains 1605 members Mstep: Class 33 contains 16828 members Entering Unmasked Estep ConsiderDeletion Score: -65622444.000000 Penalty: 106421.570312 Iteration 122Q: 34 clusters Score -6.562244e+07 nChanged 1721 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84470 members Mstep: Class 2 contains 52440 members Mstep: Class 3 contains 10603 members Mstep: Class 4 contains 3792 members Mstep: Class 5 contains 31482 members Mstep: Class 6 contains 4102 members Mstep: Class 7 contains 22879 members Mstep: Class 8 contains 396 members Mstep: Class 9 contains 10679 members Mstep: Class 10 contains 7384 members Mstep: Class 11 contains 5292 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7807 members Mstep: Class 15 contains 1744 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 103489 members Mstep: Class 18 contains 2755 members Mstep: Class 19 contains 8469 members Mstep: Class 20 contains 2699 members Mstep: Class 21 contains 3117 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4976 members Mstep: Class 24 contains 11595 members Mstep: Class 25 contains 4802 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3558 members Mstep: Class 29 contains 6059 members Mstep: Class 30 contains 20231 members Mstep: Class 31 contains 8077 members Mstep: Class 32 contains 1615 members Mstep: Class 33 contains 16789 members Entering Unmasked Estep ConsiderDeletion Score: -65622476.000000 Penalty: 106421.570312 Iteration 123Q: 34 clusters Score -6.562248e+07 nChanged 1432 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84312 members Mstep: Class 2 contains 52319 members Mstep: Class 3 contains 10638 members Mstep: Class 4 contains 3791 members Mstep: Class 5 contains 31466 members Mstep: Class 6 contains 4101 members Mstep: Class 7 contains 22880 members Mstep: Class 8 contains 390 members Mstep: Class 9 contains 10671 members Mstep: Class 10 contains 7386 members Mstep: Class 11 contains 5291 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7810 members Mstep: Class 15 contains 1747 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 103863 members Mstep: Class 18 contains 2754 members Mstep: Class 19 contains 8475 members Mstep: Class 20 contains 2706 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4974 members Mstep: Class 24 contains 11598 members Mstep: Class 25 contains 4809 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3567 members Mstep: Class 29 contains 6062 members Mstep: Class 30 contains 20076 members Mstep: Class 31 contains 8113 members Mstep: Class 32 contains 1616 members Mstep: Class 33 contains 16768 members Entering Unmasked Estep ConsiderDeletion Score: -65622732.000000 Penalty: 106421.570312 Iteration 124Q: 34 clusters Score -6.562273e+07 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84206 members Mstep: Class 2 contains 52216 members Mstep: Class 3 contains 10664 members Mstep: Class 4 contains 3791 members Mstep: Class 5 contains 31447 members Mstep: Class 6 contains 4101 members Mstep: Class 7 contains 22881 members Mstep: Class 8 contains 383 members Mstep: Class 9 contains 10667 members Mstep: Class 10 contains 7385 members Mstep: Class 11 contains 5292 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7811 members Mstep: Class 15 contains 1751 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 104157 members Mstep: Class 18 contains 2753 members Mstep: Class 19 contains 8485 members Mstep: Class 20 contains 2715 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4974 members Mstep: Class 24 contains 11604 members Mstep: Class 25 contains 4802 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3574 members Mstep: Class 29 contains 6070 members Mstep: Class 30 contains 19941 members Mstep: Class 31 contains 8152 members Mstep: Class 32 contains 1613 members Mstep: Class 33 contains 16748 members Entering Unmasked Estep ConsiderDeletion Score: -65622892.000000 Penalty: 106421.570312 Iteration 125Q: 34 clusters Score -6.562289e+07 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84125 members Mstep: Class 2 contains 52117 members Mstep: Class 3 contains 10687 members Mstep: Class 4 contains 3790 members Mstep: Class 5 contains 31429 members Mstep: Class 6 contains 4099 members Mstep: Class 7 contains 22881 members Mstep: Class 8 contains 381 members Mstep: Class 9 contains 10667 members Mstep: Class 10 contains 7383 members Mstep: Class 11 contains 5292 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7811 members Mstep: Class 15 contains 1754 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 104398 members Mstep: Class 18 contains 2753 members Mstep: Class 19 contains 8497 members Mstep: Class 20 contains 2718 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4973 members Mstep: Class 24 contains 11609 members Mstep: Class 25 contains 4800 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3577 members Mstep: Class 29 contains 6074 members Mstep: Class 30 contains 19848 members Mstep: Class 31 contains 8191 members Mstep: Class 32 contains 1603 members Mstep: Class 33 contains 16726 members Entering Unmasked Estep ConsiderDeletion Score: -65623040.000000 Penalty: 106421.570312 Iteration 126Q: 34 clusters Score -6.562304e+07 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84087 members Mstep: Class 2 contains 52019 members Mstep: Class 3 contains 10696 members Mstep: Class 4 contains 3790 members Mstep: Class 5 contains 31412 members Mstep: Class 6 contains 4099 members Mstep: Class 7 contains 22880 members Mstep: Class 8 contains 380 members Mstep: Class 9 contains 10673 members Mstep: Class 10 contains 7382 members Mstep: Class 11 contains 5295 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7810 members Mstep: Class 15 contains 1756 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 104597 members Mstep: Class 18 contains 2753 members Mstep: Class 19 contains 8506 members Mstep: Class 20 contains 2720 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4970 members Mstep: Class 24 contains 11608 members Mstep: Class 25 contains 4796 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3576 members Mstep: Class 29 contains 6076 members Mstep: Class 30 contains 19773 members Mstep: Class 31 contains 8231 members Mstep: Class 32 contains 1595 members Mstep: Class 33 contains 16703 members Entering Unmasked Estep ConsiderDeletion Score: -65622932.000000 Penalty: 106421.570312 Iteration 127Q: 34 clusters Score -6.562293e+07 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84067 members Mstep: Class 2 contains 51951 members Mstep: Class 3 contains 10697 members Mstep: Class 4 contains 3790 members Mstep: Class 5 contains 31395 members Mstep: Class 6 contains 4099 members Mstep: Class 7 contains 22878 members Mstep: Class 8 contains 380 members Mstep: Class 9 contains 10671 members Mstep: Class 10 contains 7383 members Mstep: Class 11 contains 5296 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7812 members Mstep: Class 15 contains 1757 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 104749 members Mstep: Class 18 contains 2753 members Mstep: Class 19 contains 8515 members Mstep: Class 20 contains 2727 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4970 members Mstep: Class 24 contains 11610 members Mstep: Class 25 contains 4797 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3579 members Mstep: Class 29 contains 6076 members Mstep: Class 30 contains 19693 members Mstep: Class 31 contains 8268 members Mstep: Class 32 contains 1587 members Mstep: Class 33 contains 16683 members Entering Unmasked Estep ConsiderDeletion Score: -65622952.000000 Penalty: 106421.570312 Iteration 128Q: 34 clusters Score -6.562295e+07 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84059 members Mstep: Class 2 contains 51882 members Mstep: Class 3 contains 10699 members Mstep: Class 4 contains 3789 members Mstep: Class 5 contains 31371 members Mstep: Class 6 contains 4099 members Mstep: Class 7 contains 22877 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 10681 members Mstep: Class 10 contains 7386 members Mstep: Class 11 contains 5300 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7809 members Mstep: Class 15 contains 1758 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 104872 members Mstep: Class 18 contains 2752 members Mstep: Class 19 contains 8517 members Mstep: Class 20 contains 2735 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4963 members Mstep: Class 24 contains 11613 members Mstep: Class 25 contains 4787 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3582 members Mstep: Class 29 contains 6077 members Mstep: Class 30 contains 19637 members Mstep: Class 31 contains 8301 members Mstep: Class 32 contains 1588 members Mstep: Class 33 contains 16672 members Entering Unmasked Estep ConsiderDeletion Score: -65623192.000000 Penalty: 106421.570312 Iteration 129Q: 34 clusters Score -6.562319e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84037 members Mstep: Class 2 contains 51821 members Mstep: Class 3 contains 10703 members Mstep: Class 4 contains 3788 members Mstep: Class 5 contains 31355 members Mstep: Class 6 contains 4099 members Mstep: Class 7 contains 22877 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10681 members Mstep: Class 10 contains 7395 members Mstep: Class 11 contains 5302 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7804 members Mstep: Class 15 contains 1759 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 104975 members Mstep: Class 18 contains 2752 members Mstep: Class 19 contains 8521 members Mstep: Class 20 contains 2741 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4959 members Mstep: Class 24 contains 11612 members Mstep: Class 25 contains 4789 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3584 members Mstep: Class 29 contains 6076 members Mstep: Class 30 contains 19609 members Mstep: Class 31 contains 8336 members Mstep: Class 32 contains 1588 members Mstep: Class 33 contains 16647 members Entering Unmasked Estep ConsiderDeletion Score: -65623196.000000 Penalty: 106421.570312 Iteration 130Q: 34 clusters Score -6.56232e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84021 members Mstep: Class 2 contains 51771 members Mstep: Class 3 contains 10716 members Mstep: Class 4 contains 3787 members Mstep: Class 5 contains 31337 members Mstep: Class 6 contains 4099 members Mstep: Class 7 contains 22878 members Mstep: Class 8 contains 370 members Mstep: Class 9 contains 10683 members Mstep: Class 10 contains 7398 members Mstep: Class 11 contains 5304 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7806 members Mstep: Class 15 contains 1759 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105048 members Mstep: Class 18 contains 2752 members Mstep: Class 19 contains 8523 members Mstep: Class 20 contains 2747 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4953 members Mstep: Class 24 contains 11613 members Mstep: Class 25 contains 4790 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3584 members Mstep: Class 29 contains 6077 members Mstep: Class 30 contains 19583 members Mstep: Class 31 contains 8380 members Mstep: Class 32 contains 1589 members Mstep: Class 33 contains 16615 members Entering Unmasked Estep ConsiderDeletion Score: -65623180.000000 Penalty: 106421.570312 Iteration 131Q: 34 clusters Score -6.562318e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84013 members Mstep: Class 2 contains 51735 members Mstep: Class 3 contains 10723 members Mstep: Class 4 contains 3787 members Mstep: Class 5 contains 31321 members Mstep: Class 6 contains 4097 members Mstep: Class 7 contains 22878 members Mstep: Class 8 contains 367 members Mstep: Class 9 contains 10677 members Mstep: Class 10 contains 7404 members Mstep: Class 11 contains 5305 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7808 members Mstep: Class 15 contains 1761 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105107 members Mstep: Class 18 contains 2751 members Mstep: Class 19 contains 8523 members Mstep: Class 20 contains 2746 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4946 members Mstep: Class 24 contains 11615 members Mstep: Class 25 contains 4793 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3584 members Mstep: Class 29 contains 6078 members Mstep: Class 30 contains 19558 members Mstep: Class 31 contains 8418 members Mstep: Class 32 contains 1590 members Mstep: Class 33 contains 16598 members Entering Unmasked Estep ConsiderDeletion Score: -65623084.000000 Penalty: 106421.570312 Iteration 132Q: 34 clusters Score -6.562308e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84011 members Mstep: Class 2 contains 51702 members Mstep: Class 3 contains 10729 members Mstep: Class 4 contains 3785 members Mstep: Class 5 contains 31294 members Mstep: Class 6 contains 4096 members Mstep: Class 7 contains 22877 members Mstep: Class 8 contains 365 members Mstep: Class 9 contains 10690 members Mstep: Class 10 contains 7405 members Mstep: Class 11 contains 5303 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7812 members Mstep: Class 15 contains 1761 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105174 members Mstep: Class 18 contains 2751 members Mstep: Class 19 contains 8525 members Mstep: Class 20 contains 2745 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4938 members Mstep: Class 24 contains 11623 members Mstep: Class 25 contains 4789 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3584 members Mstep: Class 29 contains 6080 members Mstep: Class 30 contains 19515 members Mstep: Class 31 contains 8449 members Mstep: Class 32 contains 1588 members Mstep: Class 33 contains 16592 members Entering Unmasked Estep ConsiderDeletion Score: -65623020.000000 Penalty: 106421.570312 Iteration 133Q: 34 clusters Score -6.562302e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84002 members Mstep: Class 2 contains 51672 members Mstep: Class 3 contains 10731 members Mstep: Class 4 contains 3781 members Mstep: Class 5 contains 31264 members Mstep: Class 6 contains 4097 members Mstep: Class 7 contains 22877 members Mstep: Class 8 contains 363 members Mstep: Class 9 contains 10689 members Mstep: Class 10 contains 7405 members Mstep: Class 11 contains 5307 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7810 members Mstep: Class 15 contains 1766 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105231 members Mstep: Class 18 contains 2751 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 2742 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4936 members Mstep: Class 24 contains 11633 members Mstep: Class 25 contains 4783 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3586 members Mstep: Class 29 contains 6081 members Mstep: Class 30 contains 19490 members Mstep: Class 31 contains 8474 members Mstep: Class 32 contains 1586 members Mstep: Class 33 contains 16595 members Entering Unmasked Estep ConsiderDeletion Score: -65623136.000000 Penalty: 106421.570312 Iteration 134Q: 34 clusters Score -6.562314e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84009 members Mstep: Class 2 contains 51648 members Mstep: Class 3 contains 10727 members Mstep: Class 4 contains 3779 members Mstep: Class 5 contains 31238 members Mstep: Class 6 contains 4098 members Mstep: Class 7 contains 22877 members Mstep: Class 8 contains 362 members Mstep: Class 9 contains 10689 members Mstep: Class 10 contains 7406 members Mstep: Class 11 contains 5308 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7810 members Mstep: Class 15 contains 1767 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105266 members Mstep: Class 18 contains 2751 members Mstep: Class 19 contains 8535 members Mstep: Class 20 contains 2739 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4930 members Mstep: Class 24 contains 11644 members Mstep: Class 25 contains 4784 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3588 members Mstep: Class 29 contains 6083 members Mstep: Class 30 contains 19474 members Mstep: Class 31 contains 8505 members Mstep: Class 32 contains 1584 members Mstep: Class 33 contains 16582 members Entering Unmasked Estep ConsiderDeletion Score: -65623024.000000 Penalty: 106421.570312 Iteration 135Q: 34 clusters Score -6.562302e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 83996 members Mstep: Class 2 contains 51632 members Mstep: Class 3 contains 10729 members Mstep: Class 4 contains 3778 members Mstep: Class 5 contains 31210 members Mstep: Class 6 contains 4097 members Mstep: Class 7 contains 22876 members Mstep: Class 8 contains 362 members Mstep: Class 9 contains 10691 members Mstep: Class 10 contains 7410 members Mstep: Class 11 contains 5309 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7811 members Mstep: Class 15 contains 1768 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105297 members Mstep: Class 18 contains 2751 members Mstep: Class 19 contains 8538 members Mstep: Class 20 contains 2739 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4924 members Mstep: Class 24 contains 11651 members Mstep: Class 25 contains 4786 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3589 members Mstep: Class 29 contains 6086 members Mstep: Class 30 contains 19465 members Mstep: Class 31 contains 8530 members Mstep: Class 32 contains 1582 members Mstep: Class 33 contains 16576 members Entering Unmasked Estep ConsiderDeletion Score: -65623164.000000 Penalty: 106421.570312 Iteration 136Q: 34 clusters Score -6.562316e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84001 members Mstep: Class 2 contains 51620 members Mstep: Class 3 contains 10731 members Mstep: Class 4 contains 3778 members Mstep: Class 5 contains 31179 members Mstep: Class 6 contains 4099 members Mstep: Class 7 contains 22876 members Mstep: Class 8 contains 362 members Mstep: Class 9 contains 10688 members Mstep: Class 10 contains 7409 members Mstep: Class 11 contains 5319 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7811 members Mstep: Class 15 contains 1768 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105313 members Mstep: Class 18 contains 2751 members Mstep: Class 19 contains 8543 members Mstep: Class 20 contains 2739 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4918 members Mstep: Class 24 contains 11656 members Mstep: Class 25 contains 4788 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3590 members Mstep: Class 29 contains 6087 members Mstep: Class 30 contains 19450 members Mstep: Class 31 contains 8548 members Mstep: Class 32 contains 1580 members Mstep: Class 33 contains 16579 members Entering Unmasked Estep ConsiderDeletion Score: -65623180.000000 Penalty: 106421.570312 Iteration 137Q: 34 clusters Score -6.562318e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84003 members Mstep: Class 2 contains 51609 members Mstep: Class 3 contains 10730 members Mstep: Class 4 contains 3778 members Mstep: Class 5 contains 31144 members Mstep: Class 6 contains 4097 members Mstep: Class 7 contains 22875 members Mstep: Class 8 contains 362 members Mstep: Class 9 contains 10686 members Mstep: Class 10 contains 7409 members Mstep: Class 11 contains 5324 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7814 members Mstep: Class 15 contains 1768 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105314 members Mstep: Class 18 contains 2751 members Mstep: Class 19 contains 8545 members Mstep: Class 20 contains 2745 members Mstep: Class 21 contains 3119 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4917 members Mstep: Class 24 contains 11663 members Mstep: Class 25 contains 4786 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3591 members Mstep: Class 29 contains 6095 members Mstep: Class 30 contains 19447 members Mstep: Class 31 contains 8574 members Mstep: Class 32 contains 1579 members Mstep: Class 33 contains 16576 members Entering Unmasked Estep ConsiderDeletion Score: -65623232.000000 Penalty: 106421.570312 Iteration 138Q: 34 clusters Score -6.562323e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84009 members Mstep: Class 2 contains 51602 members Mstep: Class 3 contains 10731 members Mstep: Class 4 contains 3778 members Mstep: Class 5 contains 31114 members Mstep: Class 6 contains 4098 members Mstep: Class 7 contains 22875 members Mstep: Class 8 contains 362 members Mstep: Class 9 contains 10677 members Mstep: Class 10 contains 7411 members Mstep: Class 11 contains 5322 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7814 members Mstep: Class 15 contains 1769 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105316 members Mstep: Class 18 contains 2751 members Mstep: Class 19 contains 8546 members Mstep: Class 20 contains 2745 members Mstep: Class 21 contains 3119 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4918 members Mstep: Class 24 contains 11668 members Mstep: Class 25 contains 4780 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3592 members Mstep: Class 29 contains 6102 members Mstep: Class 30 contains 19441 members Mstep: Class 31 contains 8600 members Mstep: Class 32 contains 1579 members Mstep: Class 33 contains 16582 members Entering Unmasked Estep ConsiderDeletion Score: -65623364.000000 Penalty: 106421.570312 Iteration 139Q: 34 clusters Score -6.562336e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 84012 members Mstep: Class 2 contains 51591 members Mstep: Class 3 contains 10733 members Mstep: Class 4 contains 3778 members Mstep: Class 5 contains 31084 members Mstep: Class 6 contains 4099 members Mstep: Class 7 contains 22875 members Mstep: Class 8 contains 362 members Mstep: Class 9 contains 10682 members Mstep: Class 10 contains 7412 members Mstep: Class 11 contains 5321 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7813 members Mstep: Class 15 contains 1770 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105324 members Mstep: Class 18 contains 2751 members Mstep: Class 19 contains 8548 members Mstep: Class 20 contains 2745 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4915 members Mstep: Class 24 contains 11672 members Mstep: Class 25 contains 4773 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3593 members Mstep: Class 29 contains 6108 members Mstep: Class 30 contains 19435 members Mstep: Class 31 contains 8628 members Mstep: Class 32 contains 1579 members Mstep: Class 33 contains 16578 members Entering Unmasked Estep ConsiderDeletion Score: -65623492.000000 Penalty: 106421.570312 Iteration 140F: 34 clusters Score -6.562349e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 84005 members Mstep: Class 2 contains 51588 members Mstep: Class 3 contains 10732 members Mstep: Class 4 contains 3778 members Mstep: Class 5 contains 31064 members Mstep: Class 6 contains 4096 members Mstep: Class 7 contains 22875 members Mstep: Class 8 contains 368 members Mstep: Class 9 contains 10673 members Mstep: Class 10 contains 7418 members Mstep: Class 11 contains 5328 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7814 members Mstep: Class 15 contains 1773 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105329 members Mstep: Class 18 contains 2751 members Mstep: Class 19 contains 8551 members Mstep: Class 20 contains 2742 members Mstep: Class 21 contains 3121 members Mstep: Class 22 contains 125 members Mstep: Class 23 contains 4912 members Mstep: Class 24 contains 11679 members Mstep: Class 25 contains 4759 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3593 members Mstep: Class 29 contains 6111 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 8657 members Mstep: Class 32 contains 1579 members Mstep: Class 33 contains 16568 members Entering Unmasked Estep ConsiderDeletion Score: -65623516.000000 Penalty: 106421.570312 Iteration 141Q: 34 clusters Score -6.562352e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83984 members Mstep: Class 2 contains 51585 members Mstep: Class 3 contains 10736 members Mstep: Class 4 contains 3777 members Mstep: Class 5 contains 31040 members Mstep: Class 6 contains 4094 members Mstep: Class 7 contains 22875 members Mstep: Class 8 contains 370 members Mstep: Class 9 contains 10678 members Mstep: Class 10 contains 7414 members Mstep: Class 11 contains 5336 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7817 members Mstep: Class 15 contains 1771 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105330 members Mstep: Class 18 contains 2751 members Mstep: Class 19 contains 8555 members Mstep: Class 20 contains 2744 members Mstep: Class 21 contains 3121 members Mstep: Class 22 contains 124 members Mstep: Class 23 contains 4908 members Mstep: Class 24 contains 11686 members Mstep: Class 25 contains 4755 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3596 members Mstep: Class 29 contains 6115 members Mstep: Class 30 contains 19451 members Mstep: Class 31 contains 8685 members Mstep: Class 32 contains 1579 members Mstep: Class 33 contains 16551 members Entering Unmasked Estep ConsiderDeletion Score: -65623572.000000 Penalty: 106421.570312 Iteration 142Q: 34 clusters Score -6.562357e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83962 members Mstep: Class 2 contains 51582 members Mstep: Class 3 contains 10734 members Mstep: Class 4 contains 3775 members Mstep: Class 5 contains 31018 members Mstep: Class 6 contains 4094 members Mstep: Class 7 contains 22875 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10679 members Mstep: Class 10 contains 7415 members Mstep: Class 11 contains 5337 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7820 members Mstep: Class 15 contains 1772 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105337 members Mstep: Class 18 contains 2751 members Mstep: Class 19 contains 8559 members Mstep: Class 20 contains 2748 members Mstep: Class 21 contains 3121 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4904 members Mstep: Class 24 contains 11693 members Mstep: Class 25 contains 4752 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3597 members Mstep: Class 29 contains 6118 members Mstep: Class 30 contains 19458 members Mstep: Class 31 contains 8716 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16537 members Entering Unmasked Estep ConsiderDeletion Score: -65623492.000000 Penalty: 106421.570312 Iteration 143Q: 34 clusters Score -6.562349e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83953 members Mstep: Class 2 contains 51581 members Mstep: Class 3 contains 10731 members Mstep: Class 4 contains 3773 members Mstep: Class 5 contains 30991 members Mstep: Class 6 contains 4094 members Mstep: Class 7 contains 22874 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10685 members Mstep: Class 10 contains 7421 members Mstep: Class 11 contains 5338 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7820 members Mstep: Class 15 contains 1775 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105342 members Mstep: Class 18 contains 2748 members Mstep: Class 19 contains 8559 members Mstep: Class 20 contains 2749 members Mstep: Class 21 contains 3121 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4904 members Mstep: Class 24 contains 11699 members Mstep: Class 25 contains 4752 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3598 members Mstep: Class 29 contains 6125 members Mstep: Class 30 contains 19462 members Mstep: Class 31 contains 8744 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16515 members Entering Unmasked Estep ConsiderDeletion Score: -65623520.000000 Penalty: 106421.570312 Iteration 144Q: 34 clusters Score -6.562352e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83935 members Mstep: Class 2 contains 51577 members Mstep: Class 3 contains 10734 members Mstep: Class 4 contains 3773 members Mstep: Class 5 contains 30962 members Mstep: Class 6 contains 4094 members Mstep: Class 7 contains 22874 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10700 members Mstep: Class 10 contains 7421 members Mstep: Class 11 contains 5342 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7821 members Mstep: Class 15 contains 1777 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105355 members Mstep: Class 18 contains 2748 members Mstep: Class 19 contains 8559 members Mstep: Class 20 contains 2749 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4902 members Mstep: Class 24 contains 11700 members Mstep: Class 25 contains 4754 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3598 members Mstep: Class 29 contains 6129 members Mstep: Class 30 contains 19465 members Mstep: Class 31 contains 8765 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16500 members Entering Unmasked Estep ConsiderDeletion Score: -65623600.000000 Penalty: 106421.570312 Iteration 145Q: 34 clusters Score -6.56236e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83928 members Mstep: Class 2 contains 51575 members Mstep: Class 3 contains 10731 members Mstep: Class 4 contains 3773 members Mstep: Class 5 contains 30944 members Mstep: Class 6 contains 4094 members Mstep: Class 7 contains 22874 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10701 members Mstep: Class 10 contains 7422 members Mstep: Class 11 contains 5347 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7821 members Mstep: Class 15 contains 1777 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105363 members Mstep: Class 18 contains 2747 members Mstep: Class 19 contains 8559 members Mstep: Class 20 contains 2749 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4900 members Mstep: Class 24 contains 11703 members Mstep: Class 25 contains 4756 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3600 members Mstep: Class 29 contains 6128 members Mstep: Class 30 contains 19467 members Mstep: Class 31 contains 8789 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16486 members Entering Unmasked Estep ConsiderDeletion Score: -65623588.000000 Penalty: 106421.570312 Iteration 146Q: 34 clusters Score -6.562359e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83927 members Mstep: Class 2 contains 51571 members Mstep: Class 3 contains 10730 members Mstep: Class 4 contains 3772 members Mstep: Class 5 contains 30925 members Mstep: Class 6 contains 4094 members Mstep: Class 7 contains 22874 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10698 members Mstep: Class 10 contains 7419 members Mstep: Class 11 contains 5356 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7819 members Mstep: Class 15 contains 1779 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105368 members Mstep: Class 18 contains 2747 members Mstep: Class 19 contains 8559 members Mstep: Class 20 contains 2751 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4900 members Mstep: Class 24 contains 11709 members Mstep: Class 25 contains 4747 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3603 members Mstep: Class 29 contains 6132 members Mstep: Class 30 contains 19466 members Mstep: Class 31 contains 8812 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16476 members Entering Unmasked Estep ConsiderDeletion Score: -65623624.000000 Penalty: 106421.570312 Iteration 147Q: 34 clusters Score -6.562362e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83919 members Mstep: Class 2 contains 51568 members Mstep: Class 3 contains 10730 members Mstep: Class 4 contains 3769 members Mstep: Class 5 contains 30900 members Mstep: Class 6 contains 4095 members Mstep: Class 7 contains 22873 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10696 members Mstep: Class 10 contains 7416 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7821 members Mstep: Class 15 contains 1783 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105376 members Mstep: Class 18 contains 2747 members Mstep: Class 19 contains 8558 members Mstep: Class 20 contains 2752 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4901 members Mstep: Class 24 contains 11715 members Mstep: Class 25 contains 4744 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3603 members Mstep: Class 29 contains 6135 members Mstep: Class 30 contains 19467 members Mstep: Class 31 contains 8842 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16464 members Entering Unmasked Estep ConsiderDeletion Score: -65623552.000000 Penalty: 106421.570312 Iteration 148Q: 34 clusters Score -6.562355e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83917 members Mstep: Class 2 contains 51564 members Mstep: Class 3 contains 10729 members Mstep: Class 4 contains 3766 members Mstep: Class 5 contains 30876 members Mstep: Class 6 contains 4098 members Mstep: Class 7 contains 22874 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10703 members Mstep: Class 10 contains 7415 members Mstep: Class 11 contains 5366 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7821 members Mstep: Class 15 contains 1783 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105380 members Mstep: Class 18 contains 2747 members Mstep: Class 19 contains 8559 members Mstep: Class 20 contains 2751 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4896 members Mstep: Class 24 contains 11720 members Mstep: Class 25 contains 4739 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3603 members Mstep: Class 29 contains 6138 members Mstep: Class 30 contains 19470 members Mstep: Class 31 contains 8858 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16461 members Entering Unmasked Estep ConsiderDeletion Score: -65623624.000000 Penalty: 106421.570312 Iteration 149Q: 34 clusters Score -6.562362e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83919 members Mstep: Class 2 contains 51562 members Mstep: Class 3 contains 10729 members Mstep: Class 4 contains 3763 members Mstep: Class 5 contains 30851 members Mstep: Class 6 contains 4098 members Mstep: Class 7 contains 22874 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10713 members Mstep: Class 10 contains 7411 members Mstep: Class 11 contains 5373 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7821 members Mstep: Class 15 contains 1783 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105379 members Mstep: Class 18 contains 2747 members Mstep: Class 19 contains 8559 members Mstep: Class 20 contains 2753 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4895 members Mstep: Class 24 contains 11725 members Mstep: Class 25 contains 4734 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3603 members Mstep: Class 29 contains 6139 members Mstep: Class 30 contains 19469 members Mstep: Class 31 contains 8879 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16455 members Entering Unmasked Estep ConsiderDeletion Score: -65623540.000000 Penalty: 106421.570312 Iteration 150Q: 34 clusters Score -6.562354e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83923 members Mstep: Class 2 contains 51560 members Mstep: Class 3 contains 10729 members Mstep: Class 4 contains 3760 members Mstep: Class 5 contains 30828 members Mstep: Class 6 contains 4097 members Mstep: Class 7 contains 22874 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10726 members Mstep: Class 10 contains 7406 members Mstep: Class 11 contains 5383 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7821 members Mstep: Class 15 contains 1785 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105380 members Mstep: Class 18 contains 2747 members Mstep: Class 19 contains 8560 members Mstep: Class 20 contains 2754 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4892 members Mstep: Class 24 contains 11730 members Mstep: Class 25 contains 4724 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3605 members Mstep: Class 29 contains 6141 members Mstep: Class 30 contains 19465 members Mstep: Class 31 contains 8907 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16437 members Entering Unmasked Estep ConsiderDeletion Score: -65623608.000000 Penalty: 106421.570312 Iteration 151Q: 34 clusters Score -6.562361e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83921 members Mstep: Class 2 contains 51557 members Mstep: Class 3 contains 10731 members Mstep: Class 4 contains 3757 members Mstep: Class 5 contains 30813 members Mstep: Class 6 contains 4095 members Mstep: Class 7 contains 22874 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10731 members Mstep: Class 10 contains 7403 members Mstep: Class 11 contains 5388 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7821 members Mstep: Class 15 contains 1785 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105378 members Mstep: Class 18 contains 2747 members Mstep: Class 19 contains 8560 members Mstep: Class 20 contains 2757 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4891 members Mstep: Class 24 contains 11737 members Mstep: Class 25 contains 4717 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6146 members Mstep: Class 30 contains 19465 members Mstep: Class 31 contains 8934 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16420 members Entering Unmasked Estep ConsiderDeletion Score: -65623788.000000 Penalty: 106421.570312 Iteration 152Q: 34 clusters Score -6.562379e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83917 members Mstep: Class 2 contains 51554 members Mstep: Class 3 contains 10733 members Mstep: Class 4 contains 3753 members Mstep: Class 5 contains 30801 members Mstep: Class 6 contains 4094 members Mstep: Class 7 contains 22875 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10731 members Mstep: Class 10 contains 7402 members Mstep: Class 11 contains 5396 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7821 members Mstep: Class 15 contains 1785 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105379 members Mstep: Class 18 contains 2746 members Mstep: Class 19 contains 8562 members Mstep: Class 20 contains 2762 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4888 members Mstep: Class 24 contains 11744 members Mstep: Class 25 contains 4704 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3607 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 19464 members Mstep: Class 31 contains 8956 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16411 members Entering Unmasked Estep ConsiderDeletion Score: -65623792.000000 Penalty: 106421.570312 Iteration 153Q: 34 clusters Score -6.562379e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83914 members Mstep: Class 2 contains 51552 members Mstep: Class 3 contains 10733 members Mstep: Class 4 contains 3751 members Mstep: Class 5 contains 30782 members Mstep: Class 6 contains 4097 members Mstep: Class 7 contains 22877 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10733 members Mstep: Class 10 contains 7403 members Mstep: Class 11 contains 5392 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7821 members Mstep: Class 15 contains 1784 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105387 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8562 members Mstep: Class 20 contains 2766 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4887 members Mstep: Class 24 contains 11745 members Mstep: Class 25 contains 4707 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3607 members Mstep: Class 29 contains 6150 members Mstep: Class 30 contains 19458 members Mstep: Class 31 contains 8982 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16399 members Entering Unmasked Estep ConsiderDeletion Score: -65623836.000000 Penalty: 106421.570312 Iteration 154Q: 34 clusters Score -6.562384e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83910 members Mstep: Class 2 contains 51549 members Mstep: Class 3 contains 10733 members Mstep: Class 4 contains 3748 members Mstep: Class 5 contains 30751 members Mstep: Class 6 contains 4097 members Mstep: Class 7 contains 22880 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10749 members Mstep: Class 10 contains 7405 members Mstep: Class 11 contains 5394 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7821 members Mstep: Class 15 contains 1785 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105390 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8562 members Mstep: Class 20 contains 2773 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4886 members Mstep: Class 24 contains 11750 members Mstep: Class 25 contains 4706 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3607 members Mstep: Class 29 contains 6152 members Mstep: Class 30 contains 19454 members Mstep: Class 31 contains 9009 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16378 members Entering Unmasked Estep ConsiderDeletion Score: -65623816.000000 Penalty: 106421.570312 Iteration 155Q: 34 clusters Score -6.562382e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83903 members Mstep: Class 2 contains 51549 members Mstep: Class 3 contains 10736 members Mstep: Class 4 contains 3743 members Mstep: Class 5 contains 30732 members Mstep: Class 6 contains 4097 members Mstep: Class 7 contains 22885 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10752 members Mstep: Class 10 contains 7404 members Mstep: Class 11 contains 5393 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7820 members Mstep: Class 15 contains 1785 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105390 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8561 members Mstep: Class 20 contains 2778 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4885 members Mstep: Class 24 contains 11751 members Mstep: Class 25 contains 4714 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3607 members Mstep: Class 29 contains 6156 members Mstep: Class 30 contains 19456 members Mstep: Class 31 contains 9029 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16363 members Entering Unmasked Estep ConsiderDeletion Score: -65623772.000000 Penalty: 106421.570312 Iteration 156Q: 34 clusters Score -6.562377e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83904 members Mstep: Class 2 contains 51548 members Mstep: Class 3 contains 10735 members Mstep: Class 4 contains 3742 members Mstep: Class 5 contains 30715 members Mstep: Class 6 contains 4099 members Mstep: Class 7 contains 22888 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10753 members Mstep: Class 10 contains 7403 members Mstep: Class 11 contains 5393 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7820 members Mstep: Class 15 contains 1784 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105391 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8560 members Mstep: Class 20 contains 2779 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4883 members Mstep: Class 24 contains 11748 members Mstep: Class 25 contains 4721 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3607 members Mstep: Class 29 contains 6157 members Mstep: Class 30 contains 19455 members Mstep: Class 31 contains 9045 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16359 members Entering Unmasked Estep ConsiderDeletion Score: -65623796.000000 Penalty: 106421.570312 Iteration 157Q: 34 clusters Score -6.56238e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83902 members Mstep: Class 2 contains 51548 members Mstep: Class 3 contains 10737 members Mstep: Class 4 contains 3742 members Mstep: Class 5 contains 30695 members Mstep: Class 6 contains 4100 members Mstep: Class 7 contains 22888 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10749 members Mstep: Class 10 contains 7404 members Mstep: Class 11 contains 5393 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7820 members Mstep: Class 15 contains 1784 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105390 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8560 members Mstep: Class 20 contains 2781 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4882 members Mstep: Class 24 contains 11750 members Mstep: Class 25 contains 4726 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3607 members Mstep: Class 29 contains 6158 members Mstep: Class 30 contains 19455 members Mstep: Class 31 contains 9063 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16355 members Entering Unmasked Estep ConsiderDeletion Score: -65623840.000000 Penalty: 106421.570312 Iteration 158Q: 34 clusters Score -6.562384e+07 nChanged 87 Entering ConstructFrom: Score: -65623840.000000 Penalty: 106421.570312 Entering ConstructFrom: Trying to split cluster 1 (83902 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83902 members Entering Unmasked Estep Score: -12248436.000000 Penalty: 2811.676270 Iteration 0F: 2 clusters Score -1.224844e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41812 members Mstep: Class 2 contains 42090 members Entering Unmasked Estep Score: -12192179.000000 Penalty: 5623.352539 Iteration 0F: 3 clusters Score -1.219218e+07 nChanged 39514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39722 members Mstep: Class 2 contains 44180 members Entering Unmasked Estep Score: -12215632.000000 Penalty: 5623.352539 Iteration 1F: 3 clusters Score -1.221563e+07 nChanged 3828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38584 members Mstep: Class 2 contains 45318 members Entering Unmasked Estep Score: -12217165.000000 Penalty: 5623.352539 Iteration 2Q: 3 clusters Score -1.221716e+07 nChanged 4257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36835 members Mstep: Class 2 contains 47067 members Entering Unmasked Estep Score: -12219178.000000 Penalty: 5623.352539 Iteration 3F: 3 clusters Score -1.221918e+07 nChanged 4685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34566 members Mstep: Class 2 contains 49336 members Entering Unmasked Estep Score: -12221699.000000 Penalty: 5623.352539 Iteration 4F: 3 clusters Score -1.22217e+07 nChanged 5045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31717 members Mstep: Class 2 contains 52185 members Entering Unmasked Estep Score: -12224899.000000 Penalty: 5623.352539 Iteration 5F: 3 clusters Score -1.22249e+07 nChanged 5143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28442 members Mstep: Class 2 contains 55460 members Entering Unmasked Estep Score: -12228277.000000 Penalty: 5623.352539 Iteration 6F: 3 clusters Score -1.222828e+07 nChanged 4833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25039 members Mstep: Class 2 contains 58863 members Entering Unmasked Estep Score: -12231514.000000 Penalty: 5623.352539 Iteration 7F: 3 clusters Score -1.223151e+07 nChanged 4310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21823 members Mstep: Class 2 contains 62079 members Entering Unmasked Estep Score: -12234400.000000 Penalty: 5623.352539 Iteration 8F: 3 clusters Score -1.22344e+07 nChanged 3589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19026 members Mstep: Class 2 contains 64876 members Entering Unmasked Estep Score: -12236688.000000 Penalty: 5623.352539 Iteration 9Q: 3 clusters Score -1.223669e+07 nChanged 2826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16622 members Mstep: Class 2 contains 67280 members Entering Unmasked Estep Score: -12238414.000000 Penalty: 5623.352539 Iteration 10Q: 3 clusters Score -1.223841e+07 nChanged 2338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14538 members Mstep: Class 2 contains 69364 members Entering Unmasked Estep Score: -12239740.000000 Penalty: 5623.352539 Iteration 11Q: 3 clusters Score -1.223974e+07 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12643 members Mstep: Class 2 contains 71259 members Entering Unmasked Estep Score: -12240793.000000 Penalty: 5623.352539 Iteration 12Q: 3 clusters Score -1.224079e+07 nChanged 1736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10955 members Mstep: Class 2 contains 72947 members Entering Unmasked Estep Score: -12241708.000000 Penalty: 5623.352539 Iteration 13Q: 3 clusters Score -1.224171e+07 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9415 members Mstep: Class 2 contains 74487 members Entering Unmasked Estep Score: -12242634.000000 Penalty: 5623.352539 Iteration 14Q: 3 clusters Score -1.224263e+07 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8015 members Mstep: Class 2 contains 75887 members Entering Unmasked Estep Score: -12243562.000000 Penalty: 5623.352539 Iteration 15Q: 3 clusters Score -1.224356e+07 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 77188 members Entering Unmasked Estep Score: -12244423.000000 Penalty: 5623.352539 Iteration 16Q: 3 clusters Score -1.224442e+07 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5588 members Mstep: Class 2 contains 78314 members Entering Unmasked Estep Score: -12245094.000000 Penalty: 5623.352539 Iteration 17Q: 3 clusters Score -1.224509e+07 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 79229 members Entering Unmasked Estep Score: -12245733.000000 Penalty: 5623.352539 Iteration 18Q: 3 clusters Score -1.224573e+07 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 79923 members Entering Unmasked Estep Score: -12246199.000000 Penalty: 5623.352539 Iteration 19Q: 3 clusters Score -1.22462e+07 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 80435 members Entering Unmasked Estep Score: -12246501.000000 Penalty: 5623.352539 Iteration 20F: 3 clusters Score -1.22465e+07 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 80791 members Entering Unmasked Estep Score: -12246731.000000 Penalty: 5623.352539 Iteration 21Q: 3 clusters Score -1.224673e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 81083 members Entering Unmasked Estep Score: -12246914.000000 Penalty: 5623.352539 Iteration 22Q: 3 clusters Score -1.224691e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 81312 members Entering Unmasked Estep Score: -12247046.000000 Penalty: 5623.352539 Iteration 23Q: 3 clusters Score -1.224705e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 81480 members Entering Unmasked Estep Score: -12247191.000000 Penalty: 5623.352539 Iteration 24Q: 3 clusters Score -1.224719e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 81612 members Entering Unmasked Estep Score: -12247218.000000 Penalty: 5623.352539 Iteration 25Q: 3 clusters Score -1.224722e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 81710 members Entering Unmasked Estep Score: -12247299.000000 Penalty: 5623.352539 Iteration 26Q: 3 clusters Score -1.22473e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 81775 members Entering Unmasked Estep Score: -12247332.000000 Penalty: 5623.352539 Iteration 27Q: 3 clusters Score -1.224733e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 81827 members Entering Unmasked Estep Score: -12247354.000000 Penalty: 5623.352539 Iteration 28Q: 3 clusters Score -1.224735e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 81858 members Entering Unmasked Estep Score: -12247379.000000 Penalty: 5623.352539 Iteration 29Q: 3 clusters Score -1.224738e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 81884 members Entering Unmasked Estep Score: -12247397.000000 Penalty: 5623.352539 Iteration 30Q: 3 clusters Score -1.22474e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 81903 members Entering Unmasked Estep Score: -12247400.000000 Penalty: 5623.352539 Iteration 31Q: 3 clusters Score -1.22474e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 81914 members Entering Unmasked Estep Score: -12247402.000000 Penalty: 5623.352539 Iteration 32Q: 3 clusters Score -1.22474e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 81924 members Entering Unmasked Estep Score: -12247412.000000 Penalty: 5623.352539 Iteration 33Q: 3 clusters Score -1.224741e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 81933 members Entering Unmasked Estep Score: -12247414.000000 Penalty: 5623.352539 Iteration 34Q: 3 clusters Score -1.224741e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 81940 members Entering Unmasked Estep Score: -12247416.000000 Penalty: 5623.352539 Iteration 35Q: 3 clusters Score -1.224742e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 81951 members Entering Unmasked Estep Score: -12247409.000000 Penalty: 5623.352539 Iteration 36Q: 3 clusters Score -1.224741e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 81958 members Entering Unmasked Estep Score: -12247413.000000 Penalty: 5623.352539 Iteration 37Q: 3 clusters Score -1.224741e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 81964 members Entering Unmasked Estep Score: -12247403.000000 Penalty: 5623.352539 Iteration 38Q: 3 clusters Score -1.22474e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 81971 members Entering Unmasked Estep Score: -12247405.000000 Penalty: 5623.352539 Iteration 39Q: 3 clusters Score -1.22474e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 81970 members Entering Unmasked Estep Score: -12247417.000000 Penalty: 5623.352539 Iteration 40F: 3 clusters Score -1.224742e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 81974 members Entering Unmasked Estep Score: -12247421.000000 Penalty: 5623.352539 Iteration 41Q: 3 clusters Score -1.224742e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 81976 members Entering Unmasked Estep Score: -12247415.000000 Penalty: 5623.352539 Iteration 42Q: 3 clusters Score -1.224742e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 81979 members Entering Unmasked Estep Score: -12247422.000000 Penalty: 5623.352539 Iteration 43Q: 3 clusters Score -1.224742e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 81980 members Entering Unmasked Estep Score: -12247411.000000 Penalty: 5623.352539 Iteration 44Q: 3 clusters Score -1.224741e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 81984 members Entering Unmasked Estep Score: -12247398.000000 Penalty: 5623.352539 Iteration 45Q: 3 clusters Score -1.22474e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 81989 members Entering Unmasked Estep Score: -12247414.000000 Penalty: 5623.352539 Iteration 46Q: 3 clusters Score -1.224741e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 81992 members Entering Unmasked Estep Score: -12247407.000000 Penalty: 5623.352539 Iteration 47Q: 3 clusters Score -1.224741e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 81992 members Entering Unmasked Estep Score: -12247402.000000 Penalty: 5623.352539 Iteration 48Q: 3 clusters Score -1.22474e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 81994 members Entering Unmasked Estep Score: -12247416.000000 Penalty: 5623.352539 Iteration 49Q: 3 clusters Score -1.224742e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 81994 members Entering Unmasked Estep Score: -12247417.000000 Penalty: 5623.352539 Iteration 50Q: 3 clusters Score -1.224742e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 81996 members Entering Unmasked Estep Score: -12247420.000000 Penalty: 5623.352539 Iteration 51Q: 3 clusters Score -1.224742e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 82001 members Entering Unmasked Estep Score: -12247410.000000 Penalty: 5623.352539 Iteration 52Q: 3 clusters Score -1.224741e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 82003 members Entering Unmasked Estep Score: -12247427.000000 Penalty: 5623.352539 Iteration 53Q: 3 clusters Score -1.224743e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 82007 members Entering Unmasked Estep Score: -12247408.000000 Penalty: 5623.352539 Iteration 54Q: 3 clusters Score -1.224741e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 82006 members Entering Unmasked Estep Score: -12247411.000000 Penalty: 5623.352539 Iteration 55Q: 3 clusters Score -1.224741e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 82006 members Entering Unmasked Estep Score: -12247408.000000 Penalty: 5623.352539 Iteration 56Q: 3 clusters Score -1.224741e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 82006 members Entering Unmasked Estep Score: -12247408.000000 Penalty: 5623.352539 Iteration 57F: 3 clusters Score -1.224741e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (51547 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51547 members Entering Unmasked Estep Score: -7820161.000000 Penalty: 2690.861816 Iteration 0F: 2 clusters Score -7820161 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25752 members Mstep: Class 2 contains 25795 members Entering Unmasked Estep Score: -7785450.500000 Penalty: 5381.723633 Iteration 0F: 3 clusters Score -7785450 nChanged 23931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25767 members Mstep: Class 2 contains 25780 members Entering Unmasked Estep Score: -7798572.000000 Penalty: 5381.723633 Iteration 1F: 3 clusters Score -7798572 nChanged 2148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26119 members Mstep: Class 2 contains 25428 members Entering Unmasked Estep Score: -7799262.500000 Penalty: 5381.723633 Iteration 2Q: 3 clusters Score -7799262 nChanged 2298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26769 members Mstep: Class 2 contains 24778 members Entering Unmasked Estep Score: -7800174.000000 Penalty: 5381.723633 Iteration 3Q: 3 clusters Score -7800174 nChanged 2774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27999 members Mstep: Class 2 contains 23548 members Entering Unmasked Estep Score: -7801650.000000 Penalty: 5381.723633 Iteration 4F: 3 clusters Score -7801650 nChanged 3560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29751 members Mstep: Class 2 contains 21796 members Entering Unmasked Estep Score: -7804320.000000 Penalty: 5381.723633 Iteration 5F: 3 clusters Score -7804320 nChanged 4167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31676 members Mstep: Class 2 contains 19871 members Entering Unmasked Estep Score: -7807782.000000 Penalty: 5381.723633 Iteration 6F: 3 clusters Score -7807782 nChanged 4185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33357 members Mstep: Class 2 contains 18190 members Entering Unmasked Estep Score: -7810932.500000 Penalty: 5381.723633 Iteration 7F: 3 clusters Score -7810932 nChanged 3469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34330 members Mstep: Class 2 contains 17217 members Entering Unmasked Estep Score: -7813064.000000 Penalty: 5381.723633 Iteration 8F: 3 clusters Score -7813064 nChanged 2539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34841 members Mstep: Class 2 contains 16706 members Entering Unmasked Estep Score: -7814169.500000 Penalty: 5381.723633 Iteration 9Q: 3 clusters Score -7814170 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35089 members Mstep: Class 2 contains 16458 members Entering Unmasked Estep Score: -7814736.000000 Penalty: 5381.723633 Iteration 10Q: 3 clusters Score -7814736 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35272 members Mstep: Class 2 contains 16275 members Entering Unmasked Estep Score: -7814978.500000 Penalty: 5381.723633 Iteration 11Q: 3 clusters Score -7814978 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35475 members Mstep: Class 2 contains 16072 members Entering Unmasked Estep Score: -7815074.000000 Penalty: 5381.723633 Iteration 12Q: 3 clusters Score -7815074 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35659 members Mstep: Class 2 contains 15888 members Entering Unmasked Estep Score: -7815157.000000 Penalty: 5381.723633 Iteration 13Q: 3 clusters Score -7815157 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35843 members Mstep: Class 2 contains 15704 members Entering Unmasked Estep Score: -7815188.500000 Penalty: 5381.723633 Iteration 14Q: 3 clusters Score -7815188 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36047 members Mstep: Class 2 contains 15500 members Entering Unmasked Estep Score: -7815246.000000 Penalty: 5381.723633 Iteration 15Q: 3 clusters Score -7815246 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36279 members Mstep: Class 2 contains 15268 members Entering Unmasked Estep Score: -7815265.500000 Penalty: 5381.723633 Iteration 16Q: 3 clusters Score -7815266 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36496 members Mstep: Class 2 contains 15051 members Entering Unmasked Estep Score: -7815303.000000 Penalty: 5381.723633 Iteration 17Q: 3 clusters Score -7815303 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36721 members Mstep: Class 2 contains 14826 members Entering Unmasked Estep Score: -7815342.000000 Penalty: 5381.723633 Iteration 18Q: 3 clusters Score -7815342 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36951 members Mstep: Class 2 contains 14596 members Entering Unmasked Estep Score: -7815377.000000 Penalty: 5381.723633 Iteration 19Q: 3 clusters Score -7815377 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37201 members Mstep: Class 2 contains 14346 members Entering Unmasked Estep Score: -7815389.500000 Penalty: 5381.723633 Iteration 20F: 3 clusters Score -7815390 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37453 members Mstep: Class 2 contains 14094 members Entering Unmasked Estep Score: -7815410.500000 Penalty: 5381.723633 Iteration 21Q: 3 clusters Score -7815410 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37722 members Mstep: Class 2 contains 13825 members Entering Unmasked Estep Score: -7815459.000000 Penalty: 5381.723633 Iteration 22Q: 3 clusters Score -7815459 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38000 members Mstep: Class 2 contains 13547 members Entering Unmasked Estep Score: -7815503.000000 Penalty: 5381.723633 Iteration 23Q: 3 clusters Score -7815503 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38304 members Mstep: Class 2 contains 13243 members Entering Unmasked Estep Score: -7815541.500000 Penalty: 5381.723633 Iteration 24Q: 3 clusters Score -7815542 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38631 members Mstep: Class 2 contains 12916 members Entering Unmasked Estep Score: -7815572.500000 Penalty: 5381.723633 Iteration 25Q: 3 clusters Score -7815572 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38948 members Mstep: Class 2 contains 12599 members Entering Unmasked Estep Score: -7815588.500000 Penalty: 5381.723633 Iteration 26Q: 3 clusters Score -7815588 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39275 members Mstep: Class 2 contains 12272 members Entering Unmasked Estep Score: -7815623.000000 Penalty: 5381.723633 Iteration 27Q: 3 clusters Score -7815623 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39618 members Mstep: Class 2 contains 11929 members Entering Unmasked Estep Score: -7815684.000000 Penalty: 5381.723633 Iteration 28Q: 3 clusters Score -7815684 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39950 members Mstep: Class 2 contains 11597 members Entering Unmasked Estep Score: -7815705.000000 Penalty: 5381.723633 Iteration 29Q: 3 clusters Score -7815705 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40306 members Mstep: Class 2 contains 11241 members Entering Unmasked Estep Score: -7815752.500000 Penalty: 5381.723633 Iteration 30Q: 3 clusters Score -7815752 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40689 members Mstep: Class 2 contains 10858 members Entering Unmasked Estep Score: -7815829.000000 Penalty: 5381.723633 Iteration 31Q: 3 clusters Score -7815829 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41094 members Mstep: Class 2 contains 10453 members Entering Unmasked Estep Score: -7815883.500000 Penalty: 5381.723633 Iteration 32Q: 3 clusters Score -7815884 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41485 members Mstep: Class 2 contains 10062 members Entering Unmasked Estep Score: -7815930.000000 Penalty: 5381.723633 Iteration 33Q: 3 clusters Score -7815930 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41899 members Mstep: Class 2 contains 9648 members Entering Unmasked Estep Score: -7816004.500000 Penalty: 5381.723633 Iteration 34Q: 3 clusters Score -7816004 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42291 members Mstep: Class 2 contains 9256 members Entering Unmasked Estep Score: -7816102.000000 Penalty: 5381.723633 Iteration 35Q: 3 clusters Score -7816102 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42645 members Mstep: Class 2 contains 8902 members Entering Unmasked Estep Score: -7816153.500000 Penalty: 5381.723633 Iteration 36Q: 3 clusters Score -7816154 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43032 members Mstep: Class 2 contains 8515 members Entering Unmasked Estep Score: -7816205.000000 Penalty: 5381.723633 Iteration 37Q: 3 clusters Score -7816205 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43405 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -7816266.500000 Penalty: 5381.723633 Iteration 38Q: 3 clusters Score -7816266 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43767 members Mstep: Class 2 contains 7780 members Entering Unmasked Estep Score: -7816337.500000 Penalty: 5381.723633 Iteration 39Q: 3 clusters Score -7816338 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44126 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -7816431.500000 Penalty: 5381.723633 Iteration 40F: 3 clusters Score -7816432 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44510 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -7816499.000000 Penalty: 5381.723633 Iteration 41Q: 3 clusters Score -7816499 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44857 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -7816588.000000 Penalty: 5381.723633 Iteration 42Q: 3 clusters Score -7816588 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45207 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -7816653.500000 Penalty: 5381.723633 Iteration 43Q: 3 clusters Score -7816654 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45546 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -7816718.000000 Penalty: 5381.723633 Iteration 44Q: 3 clusters Score -7816718 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45869 members Mstep: Class 2 contains 5678 members Entering Unmasked Estep Score: -7816812.000000 Penalty: 5381.723633 Iteration 45Q: 3 clusters Score -7816812 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46172 members Mstep: Class 2 contains 5375 members Entering Unmasked Estep Score: -7816883.000000 Penalty: 5381.723633 Iteration 46Q: 3 clusters Score -7816883 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46458 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -7816919.000000 Penalty: 5381.723633 Iteration 47Q: 3 clusters Score -7816919 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46699 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -7816968.500000 Penalty: 5381.723633 Iteration 48Q: 3 clusters Score -7816968 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46939 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -7817042.000000 Penalty: 5381.723633 Iteration 49Q: 3 clusters Score -7817042 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47170 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -7817109.000000 Penalty: 5381.723633 Iteration 50Q: 3 clusters Score -7817109 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47394 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -7817156.000000 Penalty: 5381.723633 Iteration 51Q: 3 clusters Score -7817156 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47590 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -7817219.000000 Penalty: 5381.723633 Iteration 52Q: 3 clusters Score -7817219 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47782 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -7817284.500000 Penalty: 5381.723633 Iteration 53Q: 3 clusters Score -7817284 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47951 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -7817321.500000 Penalty: 5381.723633 Iteration 54Q: 3 clusters Score -7817322 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48123 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -7817394.500000 Penalty: 5381.723633 Iteration 55Q: 3 clusters Score -7817394 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48300 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -7817406.500000 Penalty: 5381.723633 Iteration 56Q: 3 clusters Score -7817406 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48444 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -7817465.500000 Penalty: 5381.723633 Iteration 57Q: 3 clusters Score -7817466 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48590 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -7817482.500000 Penalty: 5381.723633 Iteration 58Q: 3 clusters Score -7817482 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48753 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -7817544.000000 Penalty: 5381.723633 Iteration 59Q: 3 clusters Score -7817544 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48876 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -7817567.500000 Penalty: 5381.723633 Iteration 60F: 3 clusters Score -7817568 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48969 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -7817620.500000 Penalty: 5381.723633 Iteration 61Q: 3 clusters Score -7817620 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49057 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -7817632.000000 Penalty: 5381.723633 Iteration 62Q: 3 clusters Score -7817632 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49150 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -7817654.000000 Penalty: 5381.723633 Iteration 63Q: 3 clusters Score -7817654 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49233 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -7817667.000000 Penalty: 5381.723633 Iteration 64Q: 3 clusters Score -7817667 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49309 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -7817708.000000 Penalty: 5381.723633 Iteration 65Q: 3 clusters Score -7817708 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49390 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -7817703.000000 Penalty: 5381.723633 Iteration 66Q: 3 clusters Score -7817703 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49470 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -7817719.500000 Penalty: 5381.723633 Iteration 67Q: 3 clusters Score -7817720 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49538 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -7817765.000000 Penalty: 5381.723633 Iteration 68Q: 3 clusters Score -7817765 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49620 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -7817807.000000 Penalty: 5381.723633 Iteration 69Q: 3 clusters Score -7817807 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49688 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -7817831.000000 Penalty: 5381.723633 Iteration 70Q: 3 clusters Score -7817831 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49759 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -7817859.500000 Penalty: 5381.723633 Iteration 71Q: 3 clusters Score -7817860 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49807 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -7817884.500000 Penalty: 5381.723633 Iteration 72Q: 3 clusters Score -7817884 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49844 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -7817910.500000 Penalty: 5381.723633 Iteration 73Q: 3 clusters Score -7817910 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49885 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -7817921.000000 Penalty: 5381.723633 Iteration 74Q: 3 clusters Score -7817921 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49913 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -7817919.000000 Penalty: 5381.723633 Iteration 75Q: 3 clusters Score -7817919 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49943 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -7817929.000000 Penalty: 5381.723633 Iteration 76Q: 3 clusters Score -7817929 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49973 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -7817938.500000 Penalty: 5381.723633 Iteration 77Q: 3 clusters Score -7817938 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49986 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -7817947.000000 Penalty: 5381.723633 Iteration 78Q: 3 clusters Score -7817947 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50001 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -7817963.000000 Penalty: 5381.723633 Iteration 79Q: 3 clusters Score -7817963 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50022 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -7817976.000000 Penalty: 5381.723633 Iteration 80F: 3 clusters Score -7817976 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50045 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -7817980.500000 Penalty: 5381.723633 Iteration 81Q: 3 clusters Score -7817980 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50069 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -7817975.000000 Penalty: 5381.723633 Iteration 82Q: 3 clusters Score -7817975 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50090 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -7817982.500000 Penalty: 5381.723633 Iteration 83Q: 3 clusters Score -7817982 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50105 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -7817987.000000 Penalty: 5381.723633 Iteration 84Q: 3 clusters Score -7817987 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50119 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -7818003.000000 Penalty: 5381.723633 Iteration 85Q: 3 clusters Score -7818003 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50127 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -7818001.500000 Penalty: 5381.723633 Iteration 86Q: 3 clusters Score -7818002 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50137 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -7818007.500000 Penalty: 5381.723633 Iteration 87Q: 3 clusters Score -7818008 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50154 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -7818014.000000 Penalty: 5381.723633 Iteration 88Q: 3 clusters Score -7818014 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50160 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -7818020.000000 Penalty: 5381.723633 Iteration 89Q: 3 clusters Score -7818020 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50169 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -7818014.000000 Penalty: 5381.723633 Iteration 90Q: 3 clusters Score -7818014 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50172 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -7818023.000000 Penalty: 5381.723633 Iteration 91Q: 3 clusters Score -7818023 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50178 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -7818011.500000 Penalty: 5381.723633 Iteration 92Q: 3 clusters Score -7818012 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50179 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -7818008.000000 Penalty: 5381.723633 Iteration 93Q: 3 clusters Score -7818008 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50181 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -7818016.000000 Penalty: 5381.723633 Iteration 94Q: 3 clusters Score -7818016 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50183 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -7818016.500000 Penalty: 5381.723633 Iteration 95Q: 3 clusters Score -7818016 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50185 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -7818008.000000 Penalty: 5381.723633 Iteration 96Q: 3 clusters Score -7818008 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50185 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -7818007.500000 Penalty: 5381.723633 Iteration 97Q: 3 clusters Score -7818008 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50187 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -7818011.500000 Penalty: 5381.723633 Iteration 98Q: 3 clusters Score -7818012 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50190 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -7818006.500000 Penalty: 5381.723633 Iteration 99Q: 3 clusters Score -7818006 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50196 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -7818012.000000 Penalty: 5381.723633 Iteration 100F: 3 clusters Score -7818012 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50205 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -7818025.500000 Penalty: 5381.723633 Iteration 105Q: 3 clusters Score -7818026 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50238 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -7818016.000000 Penalty: 5381.723633 Iteration 106Q: 3 clusters Score -7818016 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50244 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -7818014.500000 Penalty: 5381.723633 Iteration 107Q: 3 clusters Score -7818014 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50252 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -7818025.000000 Penalty: 5381.723633 Iteration 108Q: 3 clusters Score -7818025 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50256 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -7818021.500000 Penalty: 5381.723633 Iteration 109Q: 3 clusters Score -7818022 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50265 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -7818027.000000 Penalty: 5381.723633 Iteration 110Q: 3 clusters Score -7818027 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50274 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -7818036.000000 Penalty: 5381.723633 Iteration 111Q: 3 clusters Score -7818036 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50281 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -7818039.500000 Penalty: 5381.723633 Iteration 112Q: 3 clusters Score -7818040 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50285 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -7818041.000000 Penalty: 5381.723633 Iteration 113Q: 3 clusters Score -7818041 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50292 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -7818054.500000 Penalty: 5381.723633 Iteration 114Q: 3 clusters Score -7818054 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50302 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -7818048.000000 Penalty: 5381.723633 Iteration 115Q: 3 clusters Score -7818048 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50305 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -7818050.500000 Penalty: 5381.723633 Iteration 116Q: 3 clusters Score -7818050 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50307 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -7818057.000000 Penalty: 5381.723633 Iteration 117Q: 3 clusters Score -7818057 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50312 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -7818058.000000 Penalty: 5381.723633 Iteration 118Q: 3 clusters Score -7818058 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50311 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -7818066.000000 Penalty: 5381.723633 Iteration 119Q: 3 clusters Score -7818066 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50317 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -7818068.000000 Penalty: 5381.723633 Iteration 120F: 3 clusters Score -7818068 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50321 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -7818074.500000 Penalty: 5381.723633 Iteration 121Q: 3 clusters Score -7818074 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50329 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -7818073.000000 Penalty: 5381.723633 Iteration 122Q: 3 clusters Score -7818073 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50328 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -7818078.000000 Penalty: 5381.723633 Iteration 123Q: 3 clusters Score -7818078 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50328 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -7818074.000000 Penalty: 5381.723633 Iteration 124Q: 3 clusters Score -7818074 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50328 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -7818074.000000 Penalty: 5381.723633 Iteration 125F: 3 clusters Score -7818074 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (10737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10737 members Entering Unmasked Estep Score: -1470372.625000 Penalty: 2301.799805 Iteration 0F: 2 clusters Score -1470373 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -1462328.375000 Penalty: 4603.599609 Iteration 0F: 3 clusters Score -1462328 nChanged 4485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -1465155.625000 Penalty: 4603.599609 Iteration 1F: 3 clusters Score -1465156 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -1465892.000000 Penalty: 4603.599609 Iteration 2F: 3 clusters Score -1465892 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -1466512.375000 Penalty: 4603.599609 Iteration 3F: 3 clusters Score -1466512 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5699 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -1466979.875000 Penalty: 4603.599609 Iteration 4F: 3 clusters Score -1466980 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -1467334.125000 Penalty: 4603.599609 Iteration 5F: 3 clusters Score -1467334 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -1467578.625000 Penalty: 4603.599609 Iteration 6Q: 3 clusters Score -1467579 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -1467776.375000 Penalty: 4603.599609 Iteration 7Q: 3 clusters Score -1467776 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -1467924.625000 Penalty: 4603.599609 Iteration 8Q: 3 clusters Score -1467925 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -1468031.625000 Penalty: 4603.599609 Iteration 9Q: 3 clusters Score -1468032 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6132 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -1468107.500000 Penalty: 4603.599609 Iteration 10Q: 3 clusters Score -1468108 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -1468164.750000 Penalty: 4603.599609 Iteration 11Q: 3 clusters Score -1468165 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6179 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -1468225.875000 Penalty: 4603.599609 Iteration 12Q: 3 clusters Score -1468226 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -1468260.000000 Penalty: 4603.599609 Iteration 13Q: 3 clusters Score -1468260 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6216 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1468306.750000 Penalty: 4603.599609 Iteration 14Q: 3 clusters Score -1468307 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -1468328.375000 Penalty: 4603.599609 Iteration 15Q: 3 clusters Score -1468328 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -1468368.625000 Penalty: 4603.599609 Iteration 16Q: 3 clusters Score -1468369 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -1468395.000000 Penalty: 4603.599609 Iteration 17Q: 3 clusters Score -1468395 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -1468433.375000 Penalty: 4603.599609 Iteration 18Q: 3 clusters Score -1468433 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6276 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -1468458.500000 Penalty: 4603.599609 Iteration 19Q: 3 clusters Score -1468458 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -1468493.875000 Penalty: 4603.599609 Iteration 20F: 3 clusters Score -1468494 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -1468517.750000 Penalty: 4603.599609 Iteration 21Q: 3 clusters Score -1468518 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -1468545.500000 Penalty: 4603.599609 Iteration 22Q: 3 clusters Score -1468546 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -1468571.250000 Penalty: 4603.599609 Iteration 23Q: 3 clusters Score -1468571 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -1468587.625000 Penalty: 4603.599609 Iteration 24Q: 3 clusters Score -1468588 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6352 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -1468603.375000 Penalty: 4603.599609 Iteration 25Q: 3 clusters Score -1468603 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -1468623.500000 Penalty: 4603.599609 Iteration 26Q: 3 clusters Score -1468624 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -1468652.750000 Penalty: 4603.599609 Iteration 27Q: 3 clusters Score -1468653 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -1468681.000000 Penalty: 4603.599609 Iteration 28Q: 3 clusters Score -1468681 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -1468703.875000 Penalty: 4603.599609 Iteration 29Q: 3 clusters Score -1468704 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -1468722.625000 Penalty: 4603.599609 Iteration 30Q: 3 clusters Score -1468723 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -1468750.625000 Penalty: 4603.599609 Iteration 31Q: 3 clusters Score -1468751 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6300 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -1468763.375000 Penalty: 4603.599609 Iteration 32Q: 3 clusters Score -1468763 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -1468773.875000 Penalty: 4603.599609 Iteration 33Q: 3 clusters Score -1468774 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -1468792.875000 Penalty: 4603.599609 Iteration 34Q: 3 clusters Score -1468793 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -1468816.250000 Penalty: 4603.599609 Iteration 35Q: 3 clusters Score -1468816 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -1468848.500000 Penalty: 4603.599609 Iteration 36Q: 3 clusters Score -1468848 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -1468875.875000 Penalty: 4603.599609 Iteration 37Q: 3 clusters Score -1468876 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -1468901.375000 Penalty: 4603.599609 Iteration 38Q: 3 clusters Score -1468901 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6124 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -1468929.500000 Penalty: 4603.599609 Iteration 39Q: 3 clusters Score -1468930 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -1468956.625000 Penalty: 4603.599609 Iteration 40F: 3 clusters Score -1468957 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -1468973.000000 Penalty: 4603.599609 Iteration 41Q: 3 clusters Score -1468973 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -1468992.125000 Penalty: 4603.599609 Iteration 42Q: 3 clusters Score -1468992 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -1469009.125000 Penalty: 4603.599609 Iteration 43Q: 3 clusters Score -1469009 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -1469018.375000 Penalty: 4603.599609 Iteration 44Q: 3 clusters Score -1469018 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -1469025.000000 Penalty: 4603.599609 Iteration 45Q: 3 clusters Score -1469025 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -1469037.875000 Penalty: 4603.599609 Iteration 46Q: 3 clusters Score -1469038 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5898 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -1469044.750000 Penalty: 4603.599609 Iteration 47Q: 3 clusters Score -1469045 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -1469045.125000 Penalty: 4603.599609 Iteration 48Q: 3 clusters Score -1469045 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5871 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -1469051.000000 Penalty: 4603.599609 Iteration 49Q: 3 clusters Score -1469051 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -1469057.375000 Penalty: 4603.599609 Iteration 50Q: 3 clusters Score -1469057 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -1469066.000000 Penalty: 4603.599609 Iteration 51Q: 3 clusters Score -1469066 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -1469066.750000 Penalty: 4603.599609 Iteration 52Q: 3 clusters Score -1469067 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -1469071.000000 Penalty: 4603.599609 Iteration 53Q: 3 clusters Score -1469071 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -1469073.250000 Penalty: 4603.599609 Iteration 54Q: 3 clusters Score -1469073 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -1469077.000000 Penalty: 4603.599609 Iteration 55Q: 3 clusters Score -1469077 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -1469076.500000 Penalty: 4603.599609 Iteration 56Q: 3 clusters Score -1469076 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -1469082.875000 Penalty: 4603.599609 Iteration 57Q: 3 clusters Score -1469083 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -1469083.375000 Penalty: 4603.599609 Iteration 58Q: 3 clusters Score -1469083 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -1469083.750000 Penalty: 4603.599609 Iteration 59Q: 3 clusters Score -1469084 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -1469080.250000 Penalty: 4603.599609 Iteration 60F: 3 clusters Score -1469080 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -1469088.125000 Penalty: 4603.599609 Iteration 61Q: 3 clusters Score -1469088 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5795 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -1469087.750000 Penalty: 4603.599609 Iteration 62Q: 3 clusters Score -1469088 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5790 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -1469090.625000 Penalty: 4603.599609 Iteration 63Q: 3 clusters Score -1469091 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -1469089.875000 Penalty: 4603.599609 Iteration 64Q: 3 clusters Score -1469090 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -1469088.250000 Penalty: 4603.599609 Iteration 65Q: 3 clusters Score -1469088 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5775 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -1469092.500000 Penalty: 4603.599609 Iteration 66Q: 3 clusters Score -1469092 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -1469093.750000 Penalty: 4603.599609 Iteration 67Q: 3 clusters Score -1469094 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -1469095.250000 Penalty: 4603.599609 Iteration 68Q: 3 clusters Score -1469095 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -1469094.875000 Penalty: 4603.599609 Iteration 69Q: 3 clusters Score -1469095 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -1469096.750000 Penalty: 4603.599609 Iteration 70Q: 3 clusters Score -1469097 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5755 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -1469097.250000 Penalty: 4603.599609 Iteration 71Q: 3 clusters Score -1469097 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -1469100.250000 Penalty: 4603.599609 Iteration 72Q: 3 clusters Score -1469100 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -1469099.750000 Penalty: 4603.599609 Iteration 73Q: 3 clusters Score -1469100 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -1469097.875000 Penalty: 4603.599609 Iteration 74Q: 3 clusters Score -1469098 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -1469099.375000 Penalty: 4603.599609 Iteration 75Q: 3 clusters Score -1469099 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -1469098.625000 Penalty: 4603.599609 Iteration 76Q: 3 clusters Score -1469099 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -1469099.500000 Penalty: 4603.599609 Iteration 77Q: 3 clusters Score -1469100 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -1469096.625000 Penalty: 4603.599609 Iteration 78Q: 3 clusters Score -1469097 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -1469097.875000 Penalty: 4603.599609 Iteration 79Q: 3 clusters Score -1469098 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -1469097.875000 Penalty: 4603.599609 Iteration 80F: 3 clusters Score -1469098 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Entering Unmasked Estep Score: -573582.062500 Penalty: 2040.322754 Iteration 0F: 2 clusters Score -573582.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -569833.562500 Penalty: 4080.645508 Iteration 0F: 3 clusters Score -569833.6 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -570654.000000 Penalty: 4080.645508 Iteration 1F: 3 clusters Score -570654 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -570866.187500 Penalty: 4080.645508 Iteration 2F: 3 clusters Score -570866.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -571004.187500 Penalty: 4080.645508 Iteration 3F: 3 clusters Score -571004.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -571118.187500 Penalty: 4080.645508 Iteration 4Q: 3 clusters Score -571118.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -571206.500000 Penalty: 4080.645508 Iteration 5Q: 3 clusters Score -571206.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -571285.750000 Penalty: 4080.645508 Iteration 6Q: 3 clusters Score -571285.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -571360.875000 Penalty: 4080.645508 Iteration 7Q: 3 clusters Score -571360.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -571445.062500 Penalty: 4080.645508 Iteration 8Q: 3 clusters Score -571445.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -571527.937500 Penalty: 4080.645508 Iteration 9Q: 3 clusters Score -571527.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -571590.937500 Penalty: 4080.645508 Iteration 10Q: 3 clusters Score -571590.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -571646.625000 Penalty: 4080.645508 Iteration 11Q: 3 clusters Score -571646.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -571695.312500 Penalty: 4080.645508 Iteration 12Q: 3 clusters Score -571695.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -571726.687500 Penalty: 4080.645508 Iteration 13Q: 3 clusters Score -571726.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -571749.312500 Penalty: 4080.645508 Iteration 14Q: 3 clusters Score -571749.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -571769.187500 Penalty: 4080.645508 Iteration 15Q: 3 clusters Score -571769.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -571791.125000 Penalty: 4080.645508 Iteration 16Q: 3 clusters Score -571791.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -571800.562500 Penalty: 4080.645508 Iteration 17Q: 3 clusters Score -571800.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -571812.125000 Penalty: 4080.645508 Iteration 18Q: 3 clusters Score -571812.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -571825.812500 Penalty: 4080.645508 Iteration 19Q: 3 clusters Score -571825.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -571840.187500 Penalty: 4080.645508 Iteration 20F: 3 clusters Score -571840.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -571851.375000 Penalty: 4080.645508 Iteration 21Q: 3 clusters Score -571851.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -571862.687500 Penalty: 4080.645508 Iteration 22Q: 3 clusters Score -571862.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -571871.125000 Penalty: 4080.645508 Iteration 23Q: 3 clusters Score -571871.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -571878.562500 Penalty: 4080.645508 Iteration 24Q: 3 clusters Score -571878.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -571880.687500 Penalty: 4080.645508 Iteration 25Q: 3 clusters Score -571880.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -571883.562500 Penalty: 4080.645508 Iteration 26Q: 3 clusters Score -571883.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -571885.125000 Penalty: 4080.645508 Iteration 27Q: 3 clusters Score -571885.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -571885.500000 Penalty: 4080.645508 Iteration 28Q: 3 clusters Score -571885.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -571886.812500 Penalty: 4080.645508 Iteration 29Q: 3 clusters Score -571886.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -571889.437500 Penalty: 4080.645508 Iteration 30Q: 3 clusters Score -571889.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -571889.500000 Penalty: 4080.645508 Iteration 31Q: 3 clusters Score -571889.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -571889.500000 Penalty: 4080.645508 Iteration 32F: 3 clusters Score -571889.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (30671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30671 members Entering Unmasked Estep Score: -4702011.500000 Penalty: 2562.105957 Iteration 0F: 2 clusters Score -4702012 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15475 members Mstep: Class 2 contains 15196 members Entering Unmasked Estep Score: -4681020.000000 Penalty: 5124.211914 Iteration 0F: 3 clusters Score -4681020 nChanged 13901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16518 members Mstep: Class 2 contains 14153 members Entering Unmasked Estep Score: -4688827.000000 Penalty: 5124.211914 Iteration 1F: 3 clusters Score -4688827 nChanged 1812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17252 members Mstep: Class 2 contains 13419 members Entering Unmasked Estep Score: -4689688.000000 Penalty: 5124.211914 Iteration 2F: 3 clusters Score -4689688 nChanged 1906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18286 members Mstep: Class 2 contains 12385 members Entering Unmasked Estep Score: -4690729.500000 Penalty: 5124.211914 Iteration 3F: 3 clusters Score -4690730 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19682 members Mstep: Class 2 contains 10989 members Entering Unmasked Estep Score: -4692057.500000 Penalty: 5124.211914 Iteration 4F: 3 clusters Score -4692058 nChanged 2118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21162 members Mstep: Class 2 contains 9509 members Entering Unmasked Estep Score: -4693467.500000 Penalty: 5124.211914 Iteration 5F: 3 clusters Score -4693468 nChanged 1893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22523 members Mstep: Class 2 contains 8148 members Entering Unmasked Estep Score: -4694607.000000 Penalty: 5124.211914 Iteration 6F: 3 clusters Score -4694607 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23707 members Mstep: Class 2 contains 6964 members Entering Unmasked Estep Score: -4695428.000000 Penalty: 5124.211914 Iteration 7Q: 3 clusters Score -4695428 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24745 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -4696070.000000 Penalty: 5124.211914 Iteration 8Q: 3 clusters Score -4696070 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25708 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -4696662.000000 Penalty: 5124.211914 Iteration 9Q: 3 clusters Score -4696662 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26652 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -4697248.000000 Penalty: 5124.211914 Iteration 10Q: 3 clusters Score -4697248 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27429 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -4697739.500000 Penalty: 5124.211914 Iteration 11Q: 3 clusters Score -4697740 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28147 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -4698222.000000 Penalty: 5124.211914 Iteration 12Q: 3 clusters Score -4698222 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28716 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -4698649.000000 Penalty: 5124.211914 Iteration 13Q: 3 clusters Score -4698649 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29187 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -4699020.500000 Penalty: 5124.211914 Iteration 14Q: 3 clusters Score -4699020 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29474 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -4699243.500000 Penalty: 5124.211914 Iteration 15Q: 3 clusters Score -4699244 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29667 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -4699397.000000 Penalty: 5124.211914 Iteration 16Q: 3 clusters Score -4699397 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29803 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -4699509.000000 Penalty: 5124.211914 Iteration 17Q: 3 clusters Score -4699509 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29892 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -4699565.500000 Penalty: 5124.211914 Iteration 18Q: 3 clusters Score -4699566 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29953 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -4699636.500000 Penalty: 5124.211914 Iteration 19Q: 3 clusters Score -4699636 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29994 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -4699678.500000 Penalty: 5124.211914 Iteration 20F: 3 clusters Score -4699678 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30034 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -4699728.500000 Penalty: 5124.211914 Iteration 21Q: 3 clusters Score -4699728 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30062 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -4699759.000000 Penalty: 5124.211914 Iteration 22Q: 3 clusters Score -4699759 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30085 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -4699786.000000 Penalty: 5124.211914 Iteration 23Q: 3 clusters Score -4699786 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30108 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -4699811.500000 Penalty: 5124.211914 Iteration 24Q: 3 clusters Score -4699812 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30119 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -4699827.000000 Penalty: 5124.211914 Iteration 25Q: 3 clusters Score -4699827 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30132 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -4699862.000000 Penalty: 5124.211914 Iteration 26Q: 3 clusters Score -4699862 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30147 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -4699886.000000 Penalty: 5124.211914 Iteration 27Q: 3 clusters Score -4699886 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30149 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -4699906.500000 Penalty: 5124.211914 Iteration 28Q: 3 clusters Score -4699906 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30154 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -4699916.500000 Penalty: 5124.211914 Iteration 29Q: 3 clusters Score -4699916 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30153 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -4699927.500000 Penalty: 5124.211914 Iteration 30Q: 3 clusters Score -4699928 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30157 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -4699944.500000 Penalty: 5124.211914 Iteration 31Q: 3 clusters Score -4699944 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30158 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -4699954.500000 Penalty: 5124.211914 Iteration 32Q: 3 clusters Score -4699954 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30153 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -4699974.000000 Penalty: 5124.211914 Iteration 33Q: 3 clusters Score -4699974 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30151 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -4699984.500000 Penalty: 5124.211914 Iteration 34Q: 3 clusters Score -4699984 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30148 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -4699990.500000 Penalty: 5124.211914 Iteration 35Q: 3 clusters Score -4699990 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30146 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -4699997.000000 Penalty: 5124.211914 Iteration 36Q: 3 clusters Score -4699997 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30144 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -4700000.500000 Penalty: 5124.211914 Iteration 37Q: 3 clusters Score -4700000 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30146 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -4700004.000000 Penalty: 5124.211914 Iteration 38Q: 3 clusters Score -4700004 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30144 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -4700006.500000 Penalty: 5124.211914 Iteration 39Q: 3 clusters Score -4700006 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30143 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -4700006.000000 Penalty: 5124.211914 Iteration 40F: 3 clusters Score -4700006 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30143 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -4700011.000000 Penalty: 5124.211914 Iteration 41Q: 3 clusters Score -4700011 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30143 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -4700008.500000 Penalty: 5124.211914 Iteration 42Q: 3 clusters Score -4700008 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30143 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -4700007.500000 Penalty: 5124.211914 Iteration 43Q: 3 clusters Score -4700008 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30145 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -4700019.500000 Penalty: 5124.211914 Iteration 44Q: 3 clusters Score -4700020 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30147 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -4700027.000000 Penalty: 5124.211914 Iteration 45Q: 3 clusters Score -4700027 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30146 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -4700024.500000 Penalty: 5124.211914 Iteration 46Q: 3 clusters Score -4700024 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30147 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -4700029.000000 Penalty: 5124.211914 Iteration 47Q: 3 clusters Score -4700029 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30148 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -4700030.500000 Penalty: 5124.211914 Iteration 48Q: 3 clusters Score -4700030 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30144 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -4700031.000000 Penalty: 5124.211914 Iteration 49Q: 3 clusters Score -4700031 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30141 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -4700032.500000 Penalty: 5124.211914 Iteration 50Q: 3 clusters Score -4700032 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30139 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -4700036.000000 Penalty: 5124.211914 Iteration 51Q: 3 clusters Score -4700036 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30137 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -4700043.000000 Penalty: 5124.211914 Iteration 52Q: 3 clusters Score -4700043 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30137 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -4700043.000000 Penalty: 5124.211914 Iteration 53Q: 3 clusters Score -4700043 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30138 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -4700039.000000 Penalty: 5124.211914 Iteration 54Q: 3 clusters Score -4700039 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30139 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -4700043.500000 Penalty: 5124.211914 Iteration 55Q: 3 clusters Score -4700044 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30138 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -4700043.500000 Penalty: 5124.211914 Iteration 56Q: 3 clusters Score -4700044 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30136 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -4700046.500000 Penalty: 5124.211914 Iteration 57Q: 3 clusters Score -4700046 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30138 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -4700050.500000 Penalty: 5124.211914 Iteration 58Q: 3 clusters Score -4700050 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30139 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -4700061.000000 Penalty: 5124.211914 Iteration 59Q: 3 clusters Score -4700061 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30137 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -4700065.500000 Penalty: 5124.211914 Iteration 60F: 3 clusters Score -4700066 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30134 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -4700077.000000 Penalty: 5124.211914 Iteration 61Q: 3 clusters Score -4700077 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30135 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -4700083.000000 Penalty: 5124.211914 Iteration 62Q: 3 clusters Score -4700083 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30131 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -4700093.500000 Penalty: 5124.211914 Iteration 63Q: 3 clusters Score -4700094 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30128 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -4700092.000000 Penalty: 5124.211914 Iteration 64Q: 3 clusters Score -4700092 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30128 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -4700094.000000 Penalty: 5124.211914 Iteration 65Q: 3 clusters Score -4700094 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30131 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -4700099.500000 Penalty: 5124.211914 Iteration 66Q: 3 clusters Score -4700100 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30130 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -4700109.500000 Penalty: 5124.211914 Iteration 67Q: 3 clusters Score -4700110 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30130 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -4700109.500000 Penalty: 5124.211914 Iteration 68Q: 3 clusters Score -4700110 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30128 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -4700108.000000 Penalty: 5124.211914 Iteration 69Q: 3 clusters Score -4700108 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30126 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -4700108.500000 Penalty: 5124.211914 Iteration 70Q: 3 clusters Score -4700108 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30125 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -4700112.000000 Penalty: 5124.211914 Iteration 71Q: 3 clusters Score -4700112 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30122 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -4700123.000000 Penalty: 5124.211914 Iteration 72Q: 3 clusters Score -4700123 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30117 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -4700124.500000 Penalty: 5124.211914 Iteration 73Q: 3 clusters Score -4700124 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30114 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -4700127.500000 Penalty: 5124.211914 Iteration 74Q: 3 clusters Score -4700128 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30103 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -4700137.500000 Penalty: 5124.211914 Iteration 75Q: 3 clusters Score -4700138 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30098 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -4700152.500000 Penalty: 5124.211914 Iteration 76Q: 3 clusters Score -4700152 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30092 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -4700162.500000 Penalty: 5124.211914 Iteration 77Q: 3 clusters Score -4700162 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30086 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -4700173.500000 Penalty: 5124.211914 Iteration 78Q: 3 clusters Score -4700174 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30083 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -4700185.000000 Penalty: 5124.211914 Iteration 79Q: 3 clusters Score -4700185 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30081 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -4700193.000000 Penalty: 5124.211914 Iteration 80F: 3 clusters Score -4700193 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30083 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -4700196.000000 Penalty: 5124.211914 Iteration 81Q: 3 clusters Score -4700196 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30085 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -4700195.500000 Penalty: 5124.211914 Iteration 82Q: 3 clusters Score -4700196 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30081 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -4700198.000000 Penalty: 5124.211914 Iteration 83Q: 3 clusters Score -4700198 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30082 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -4700204.000000 Penalty: 5124.211914 Iteration 84Q: 3 clusters Score -4700204 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30083 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -4700203.000000 Penalty: 5124.211914 Iteration 85Q: 3 clusters Score -4700203 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30086 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -4700205.000000 Penalty: 5124.211914 Iteration 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Iteration 90Q: 3 clusters Score -4700214 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30080 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -4700211.000000 Penalty: 5124.211914 Iteration 91Q: 3 clusters Score -4700211 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30080 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -4700224.000000 Penalty: 5124.211914 Iteration 92Q: 3 clusters Score -4700224 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30083 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -4700234.500000 Penalty: 5124.211914 Iteration 93Q: 3 clusters Score -4700234 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30088 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -4700236.000000 Penalty: 5124.211914 Iteration 94Q: 3 clusters Score -4700236 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30086 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -4700235.000000 Penalty: 5124.211914 Iteration 95Q: 3 clusters Score -4700235 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30084 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -4700234.500000 Penalty: 5124.211914 Iteration 96Q: 3 clusters Score -4700234 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30082 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -4700242.000000 Penalty: 5124.211914 Iteration 97Q: 3 clusters Score -4700242 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30080 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -4700250.000000 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Entering Unmasked Estep Score: -4700273.500000 Penalty: 5124.211914 Iteration 110Q: 3 clusters Score -4700274 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30073 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -4700285.000000 Penalty: 5124.211914 Iteration 111Q: 3 clusters Score -4700285 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30071 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -4700292.000000 Penalty: 5124.211914 Iteration 112Q: 3 clusters Score -4700292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30074 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -4700292.000000 Penalty: 5124.211914 Iteration 113Q: 3 clusters Score -4700292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30075 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -4700288.000000 Penalty: 5124.211914 Iteration 114Q: 3 clusters Score -4700288 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30074 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -4700293.000000 Penalty: 5124.211914 Iteration 115Q: 3 clusters Score -4700293 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30072 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -4700295.000000 Penalty: 5124.211914 Iteration 116Q: 3 clusters Score -4700295 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30070 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -4700294.000000 Penalty: 5124.211914 Iteration 117Q: 3 clusters Score -4700294 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30067 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -4700297.000000 Penalty: 5124.211914 Iteration 118Q: 3 clusters Score -4700297 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30065 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -4700300.500000 Penalty: 5124.211914 Iteration 119Q: 3 clusters Score -4700300 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30066 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -4700303.000000 Penalty: 5124.211914 Iteration 120F: 3 clusters Score -4700303 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30065 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -4700306.500000 Penalty: 5124.211914 Iteration 121Q: 3 clusters Score -4700306 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30061 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -4700304.000000 Penalty: 5124.211914 Iteration 122Q: 3 clusters Score -4700304 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30063 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -4700310.000000 Penalty: 5124.211914 Iteration 123Q: 3 clusters Score -4700310 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30065 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -4700318.500000 Penalty: 5124.211914 Iteration 124Q: 3 clusters Score -4700318 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30060 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -4700326.000000 Penalty: 5124.211914 Iteration 125Q: 3 clusters Score -4700326 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30051 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -4700328.500000 Penalty: 5124.211914 Iteration 126Q: 3 clusters Score -4700328 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30042 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -4700337.500000 Penalty: 5124.211914 Iteration 127Q: 3 clusters Score -4700338 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30040 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -4700336.500000 Penalty: 5124.211914 Iteration 128Q: 3 clusters Score -4700336 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30038 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -4700342.000000 Penalty: 5124.211914 Iteration 129Q: 3 clusters Score -4700342 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30037 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -4700343.000000 Penalty: 5124.211914 Iteration 130Q: 3 clusters Score -4700343 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30032 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -4700363.000000 Penalty: 5124.211914 Iteration 131Q: 3 clusters Score -4700363 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30036 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -4700367.500000 Penalty: 5124.211914 Iteration 132Q: 3 clusters Score -4700368 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30032 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -4700376.500000 Penalty: 5124.211914 Iteration 133Q: 3 clusters Score -4700376 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30034 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -4700387.500000 Penalty: 5124.211914 Iteration 134Q: 3 clusters Score -4700388 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30032 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -4700391.000000 Penalty: 5124.211914 Iteration 135Q: 3 clusters Score -4700391 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30032 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -4700390.500000 Penalty: 5124.211914 Iteration 136Q: 3 clusters Score -4700390 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30035 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -4700397.000000 Penalty: 5124.211914 Iteration 137Q: 3 clusters Score -4700397 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30038 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -4700404.000000 Penalty: 5124.211914 Iteration 138Q: 3 clusters Score -4700404 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30035 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -4700409.000000 Penalty: 5124.211914 Iteration 139Q: 3 clusters Score -4700409 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30035 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -4700416.000000 Penalty: 5124.211914 Iteration 140F: 3 clusters Score -4700416 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30032 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -4700425.000000 Penalty: 5124.211914 Iteration 141Q: 3 clusters Score -4700425 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30031 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -4700436.000000 Penalty: 5124.211914 Iteration 142Q: 3 clusters Score -4700436 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30029 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -4700439.500000 Penalty: 5124.211914 Iteration 143Q: 3 clusters Score -4700440 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30031 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -4700441.000000 Penalty: 5124.211914 Iteration 144Q: 3 clusters Score -4700441 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30032 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -4700444.500000 Penalty: 5124.211914 Iteration 145Q: 3 clusters Score -4700444 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30034 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -4700452.500000 Penalty: 5124.211914 Iteration 146Q: 3 clusters Score -4700452 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30030 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -4700448.500000 Penalty: 5124.211914 Iteration 147Q: 3 clusters Score -4700448 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30028 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -4700449.500000 Penalty: 5124.211914 Iteration 148Q: 3 clusters Score -4700450 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30024 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -4700458.000000 Penalty: 5124.211914 Iteration 149Q: 3 clusters Score -4700458 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30018 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -4700465.000000 Penalty: 5124.211914 Iteration 150Q: 3 clusters Score -4700465 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30013 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -4700467.500000 Penalty: 5124.211914 Iteration 151Q: 3 clusters Score -4700468 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30013 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -4700467.000000 Penalty: 5124.211914 Iteration 152Q: 3 clusters Score -4700467 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30017 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -4700473.500000 Penalty: 5124.211914 Iteration 153Q: 3 clusters Score -4700474 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30018 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -4700483.000000 Penalty: 5124.211914 Iteration 154Q: 3 clusters Score -4700483 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30026 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -4700500.500000 Penalty: 5124.211914 Iteration 155Q: 3 clusters Score -4700500 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30036 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -4700540.000000 Penalty: 5124.211914 Iteration 156Q: 3 clusters Score -4700540 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30037 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -4700560.000000 Penalty: 5124.211914 Iteration 157Q: 3 clusters Score -4700560 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30035 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -4700574.500000 Penalty: 5124.211914 Iteration 158Q: 3 clusters Score -4700574 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30026 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -4700586.500000 Penalty: 5124.211914 Iteration 159Q: 3 clusters Score -4700586 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30025 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -4700615.000000 Penalty: 5124.211914 Iteration 160F: 3 clusters Score -4700615 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30023 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -4700628.500000 Penalty: 5124.211914 Iteration 161Q: 3 clusters Score -4700628 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30023 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -4700643.000000 Penalty: 5124.211914 Iteration 162Q: 3 clusters Score -4700643 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30015 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -4700672.000000 Penalty: 5124.211914 Iteration 163Q: 3 clusters Score -4700672 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30010 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -4700686.000000 Penalty: 5124.211914 Iteration 164Q: 3 clusters Score -4700686 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30015 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -4700698.000000 Penalty: 5124.211914 Iteration 165Q: 3 clusters Score -4700698 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30017 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -4700699.500000 Penalty: 5124.211914 Iteration 166Q: 3 clusters Score -4700700 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30015 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -4700705.500000 Penalty: 5124.211914 Iteration 167Q: 3 clusters Score -4700706 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30017 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -4700716.000000 Penalty: 5124.211914 Iteration 168Q: 3 clusters Score -4700716 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30016 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -4700721.500000 Penalty: 5124.211914 Iteration 169Q: 3 clusters Score -4700722 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30015 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -4700726.500000 Penalty: 5124.211914 Iteration 170Q: 3 clusters Score -4700726 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30016 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -4700745.500000 Penalty: 5124.211914 Iteration 171Q: 3 clusters Score -4700746 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30009 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -4700763.500000 Penalty: 5124.211914 Iteration 172Q: 3 clusters Score -4700764 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30008 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -4700766.500000 Penalty: 5124.211914 Iteration 173Q: 3 clusters Score -4700766 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30005 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -4700769.500000 Penalty: 5124.211914 Iteration 174Q: 3 clusters Score -4700770 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30001 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -4700771.000000 Penalty: 5124.211914 Iteration 175Q: 3 clusters Score -4700771 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29998 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -4700781.000000 Penalty: 5124.211914 Iteration 176Q: 3 clusters Score -4700781 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30002 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -4700785.000000 Penalty: 5124.211914 Iteration 177Q: 3 clusters Score -4700785 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30003 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -4700784.000000 Penalty: 5124.211914 Iteration 178Q: 3 clusters Score -4700784 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30004 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -4700783.500000 Penalty: 5124.211914 Iteration 179Q: 3 clusters Score -4700784 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30004 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -4700788.500000 Penalty: 5124.211914 Iteration 180F: 3 clusters Score -4700788 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30005 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -4700789.500000 Penalty: 5124.211914 Iteration 181Q: 3 clusters Score -4700790 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30005 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -4700789.500000 Penalty: 5124.211914 Iteration 182F: 3 clusters Score -4700790 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4100 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Entering Unmasked Estep Score: -587139.375000 Penalty: 2063.047852 Iteration 0F: 2 clusters Score -587139.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -583244.562500 Penalty: 4126.095703 Iteration 0F: 3 clusters Score -583244.6 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -584203.312500 Penalty: 4126.095703 Iteration 1F: 3 clusters Score -584203.3 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -584546.000000 Penalty: 4126.095703 Iteration 2F: 3 clusters Score -584546 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -584869.437500 Penalty: 4126.095703 Iteration 3F: 3 clusters Score -584869.4 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -585295.750000 Penalty: 4126.095703 Iteration 4F: 3 clusters Score -585295.8 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -585748.562500 Penalty: 4126.095703 Iteration 5F: 3 clusters Score -585748.6 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -586194.000000 Penalty: 4126.095703 Iteration 6F: 3 clusters Score -586194 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -586510.750000 Penalty: 4126.095703 Iteration 7F: 3 clusters Score -586510.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -586688.312500 Penalty: 4126.095703 Iteration 8Q: 3 clusters Score -586688.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -586793.562500 Penalty: 4126.095703 Iteration 9Q: 3 clusters Score -586793.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -586857.625000 Penalty: 4126.095703 Iteration 10Q: 3 clusters Score -586857.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -586909.312500 Penalty: 4126.095703 Iteration 11Q: 3 clusters Score -586909.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -586950.750000 Penalty: 4126.095703 Iteration 12Q: 3 clusters Score -586950.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -586993.000000 Penalty: 4126.095703 Iteration 13Q: 3 clusters Score -586993 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -587019.500000 Penalty: 4126.095703 Iteration 14Q: 3 clusters Score -587019.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -587038.750000 Penalty: 4126.095703 Iteration 15Q: 3 clusters Score -587038.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -587051.375000 Penalty: 4126.095703 Iteration 16Q: 3 clusters Score -587051.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -587064.437500 Penalty: 4126.095703 Iteration 17Q: 3 clusters Score -587064.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -587075.187500 Penalty: 4126.095703 Iteration 18Q: 3 clusters Score -587075.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -587083.375000 Penalty: 4126.095703 Iteration 19Q: 3 clusters Score -587083.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -587087.000000 Penalty: 4126.095703 Iteration 20F: 3 clusters Score -587087 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -587093.250000 Penalty: 4126.095703 Iteration 21Q: 3 clusters Score -587093.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -587097.687500 Penalty: 4126.095703 Iteration 22Q: 3 clusters Score -587097.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -587101.625000 Penalty: 4126.095703 Iteration 23Q: 3 clusters Score -587101.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -587105.937500 Penalty: 4126.095703 Iteration 24Q: 3 clusters Score -587105.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -587109.312500 Penalty: 4126.095703 Iteration 25Q: 3 clusters Score -587109.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -587112.687500 Penalty: 4126.095703 Iteration 26Q: 3 clusters Score -587112.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -587113.500000 Penalty: 4126.095703 Iteration 27Q: 3 clusters Score -587113.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -587116.625000 Penalty: 4126.095703 Iteration 28Q: 3 clusters Score -587116.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -587119.875000 Penalty: 4126.095703 Iteration 29Q: 3 clusters Score -587119.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -587123.000000 Penalty: 4126.095703 Iteration 30Q: 3 clusters Score -587123 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -587124.437500 Penalty: 4126.095703 Iteration 31Q: 3 clusters Score -587124.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -587127.312500 Penalty: 4126.095703 Iteration 32Q: 3 clusters Score -587127.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -587129.375000 Penalty: 4126.095703 Iteration 33Q: 3 clusters Score -587129.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -587130.687500 Penalty: 4126.095703 Iteration 34Q: 3 clusters Score -587130.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -587132.250000 Penalty: 4126.095703 Iteration 35Q: 3 clusters Score -587132.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -587135.812500 Penalty: 4126.095703 Iteration 36Q: 3 clusters Score -587135.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -587140.000000 Penalty: 4126.095703 Iteration 37Q: 3 clusters Score -587140 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -587144.437500 Penalty: 4126.095703 Iteration 38Q: 3 clusters Score -587144.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -587145.187500 Penalty: 4126.095703 Iteration 39Q: 3 clusters Score -587145.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -587145.187500 Penalty: 4126.095703 Iteration 40F: 3 clusters Score -587145.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83902 members Mstep: Class 2 contains 51547 members Mstep: Class 3 contains 10737 members Mstep: Class 4 contains 3741 members Mstep: Class 5 contains 30671 members Mstep: Class 6 contains 2420 members Mstep: Class 7 contains 22886 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10750 members Mstep: Class 10 contains 7404 members Mstep: Class 11 contains 5395 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7820 members Mstep: Class 15 contains 1784 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105391 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8561 members Mstep: Class 20 contains 2782 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4882 members Mstep: Class 24 contains 11761 members Mstep: Class 25 contains 4724 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3607 members Mstep: Class 29 contains 6158 members Mstep: Class 30 contains 19455 members Mstep: Class 31 contains 9077 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16354 members Mstep: Class 34 contains 1680 members Entering Unmasked Estep Score: -65622696.000000 Penalty: 109646.468750 Splitting cluster 6 changes total score from -65623840.000000 to -65622696.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (22886 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22886 members Entering Unmasked Estep Score: -3573546.250000 Penalty: 2489.493652 Iteration 0F: 2 clusters Score -3573546 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11400 members Mstep: Class 2 contains 11486 members Entering Unmasked Estep Score: -3557571.000000 Penalty: 4978.987305 Iteration 0F: 3 clusters Score -3557571 nChanged 10162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11374 members Mstep: Class 2 contains 11512 members Entering Unmasked Estep Score: -3563222.000000 Penalty: 4978.987305 Iteration 1F: 3 clusters Score -3563222 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11439 members Mstep: Class 2 contains 11447 members Entering Unmasked Estep Score: -3563686.250000 Penalty: 4978.987305 Iteration 2F: 3 clusters Score -3563686 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11549 members Mstep: Class 2 contains 11337 members Entering Unmasked Estep Score: -3564182.250000 Penalty: 4978.987305 Iteration 3Q: 3 clusters Score -3564182 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11756 members Mstep: Class 2 contains 11130 members Entering Unmasked Estep Score: -3564777.500000 Penalty: 4978.987305 Iteration 4F: 3 clusters Score -3564778 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12090 members Mstep: Class 2 contains 10796 members Entering Unmasked Estep Score: -3565443.500000 Penalty: 4978.987305 Iteration 5F: 3 clusters Score -3565444 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12443 members Mstep: Class 2 contains 10443 members Entering Unmasked Estep Score: -3566152.750000 Penalty: 4978.987305 Iteration 6F: 3 clusters Score -3566153 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12762 members Mstep: Class 2 contains 10124 members Entering Unmasked Estep Score: -3566797.250000 Penalty: 4978.987305 Iteration 7F: 3 clusters Score -3566797 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13021 members Mstep: Class 2 contains 9865 members Entering Unmasked Estep Score: -3567327.000000 Penalty: 4978.987305 Iteration 8Q: 3 clusters Score -3567327 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13174 members Mstep: Class 2 contains 9712 members Entering Unmasked Estep Score: -3567777.000000 Penalty: 4978.987305 Iteration 9Q: 3 clusters Score -3567777 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13176 members Mstep: Class 2 contains 9710 members Entering Unmasked Estep Score: -3568097.750000 Penalty: 4978.987305 Iteration 10Q: 3 clusters Score -3568098 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13126 members Mstep: Class 2 contains 9760 members Entering Unmasked Estep Score: -3568316.250000 Penalty: 4978.987305 Iteration 11Q: 3 clusters Score -3568316 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13023 members Mstep: Class 2 contains 9863 members Entering Unmasked Estep Score: -3568445.250000 Penalty: 4978.987305 Iteration 12Q: 3 clusters Score -3568445 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12881 members Mstep: Class 2 contains 10005 members Entering Unmasked Estep Score: -3568564.000000 Penalty: 4978.987305 Iteration 13Q: 3 clusters Score -3568564 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12714 members Mstep: Class 2 contains 10172 members Entering Unmasked Estep Score: -3568635.750000 Penalty: 4978.987305 Iteration 14Q: 3 clusters Score -3568636 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12507 members Mstep: Class 2 contains 10379 members Entering Unmasked Estep Score: -3568726.000000 Penalty: 4978.987305 Iteration 15Q: 3 clusters Score -3568726 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 10589 members Entering Unmasked Estep Score: -3568795.250000 Penalty: 4978.987305 Iteration 16Q: 3 clusters Score -3568795 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12056 members Mstep: Class 2 contains 10830 members Entering Unmasked Estep Score: -3568836.500000 Penalty: 4978.987305 Iteration 17Q: 3 clusters Score -3568836 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11812 members Mstep: Class 2 contains 11074 members Entering Unmasked Estep Score: -3568907.000000 Penalty: 4978.987305 Iteration 18Q: 3 clusters Score -3568907 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11567 members Mstep: Class 2 contains 11319 members Entering Unmasked Estep Score: -3568972.750000 Penalty: 4978.987305 Iteration 19Q: 3 clusters Score -3568973 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11303 members Mstep: Class 2 contains 11583 members Entering Unmasked Estep Score: -3569026.750000 Penalty: 4978.987305 Iteration 20F: 3 clusters Score -3569027 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11031 members Mstep: Class 2 contains 11855 members Entering Unmasked Estep Score: -3569090.250000 Penalty: 4978.987305 Iteration 21Q: 3 clusters Score -3569090 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10741 members Mstep: Class 2 contains 12145 members Entering Unmasked Estep Score: -3569157.500000 Penalty: 4978.987305 Iteration 22Q: 3 clusters Score -3569158 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10420 members Mstep: Class 2 contains 12466 members Entering Unmasked Estep Score: -3569226.000000 Penalty: 4978.987305 Iteration 23Q: 3 clusters Score -3569226 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10099 members Mstep: Class 2 contains 12787 members Entering Unmasked Estep Score: -3569308.000000 Penalty: 4978.987305 Iteration 24Q: 3 clusters Score -3569308 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9738 members Mstep: Class 2 contains 13148 members Entering Unmasked Estep Score: -3569403.500000 Penalty: 4978.987305 Iteration 25Q: 3 clusters Score -3569404 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9343 members Mstep: Class 2 contains 13543 members Entering Unmasked Estep Score: -3569531.750000 Penalty: 4978.987305 Iteration 26Q: 3 clusters Score -3569532 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8926 members Mstep: Class 2 contains 13960 members Entering Unmasked Estep Score: -3569638.750000 Penalty: 4978.987305 Iteration 27Q: 3 clusters Score -3569639 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8464 members Mstep: Class 2 contains 14422 members Entering Unmasked Estep Score: -3569782.750000 Penalty: 4978.987305 Iteration 28Q: 3 clusters Score -3569783 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7984 members Mstep: Class 2 contains 14902 members Entering Unmasked Estep Score: -3569915.750000 Penalty: 4978.987305 Iteration 29Q: 3 clusters Score -3569916 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7532 members Mstep: Class 2 contains 15354 members Entering Unmasked Estep Score: -3570056.250000 Penalty: 4978.987305 Iteration 30Q: 3 clusters Score -3570056 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7057 members Mstep: Class 2 contains 15829 members Entering Unmasked Estep Score: -3570199.000000 Penalty: 4978.987305 Iteration 31Q: 3 clusters Score -3570199 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6626 members Mstep: Class 2 contains 16260 members Entering Unmasked Estep Score: -3570342.250000 Penalty: 4978.987305 Iteration 32Q: 3 clusters Score -3570342 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 16699 members Entering Unmasked Estep Score: -3570497.250000 Penalty: 4978.987305 Iteration 33Q: 3 clusters Score -3570497 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 17125 members Entering Unmasked Estep Score: -3570637.000000 Penalty: 4978.987305 Iteration 34Q: 3 clusters Score -3570637 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 17498 members Entering Unmasked Estep Score: -3570759.750000 Penalty: 4978.987305 Iteration 35Q: 3 clusters Score -3570760 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 17820 members Entering Unmasked Estep Score: -3570849.250000 Penalty: 4978.987305 Iteration 36Q: 3 clusters Score -3570849 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 18108 members Entering Unmasked Estep Score: -3570929.500000 Penalty: 4978.987305 Iteration 37Q: 3 clusters Score -3570930 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 18374 members Entering Unmasked Estep Score: -3571011.500000 Penalty: 4978.987305 Iteration 38Q: 3 clusters Score -3571012 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 18623 members Entering Unmasked Estep Score: -3571072.250000 Penalty: 4978.987305 Iteration 39Q: 3 clusters Score -3571072 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 18835 members Entering Unmasked Estep Score: -3571137.500000 Penalty: 4978.987305 Iteration 40F: 3 clusters Score -3571138 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 19024 members Entering Unmasked Estep Score: -3571185.750000 Penalty: 4978.987305 Iteration 41Q: 3 clusters Score -3571186 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 19189 members Entering Unmasked Estep Score: -3571236.500000 Penalty: 4978.987305 Iteration 42Q: 3 clusters Score -3571236 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 19342 members Entering Unmasked Estep Score: -3571278.750000 Penalty: 4978.987305 Iteration 43Q: 3 clusters Score -3571279 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 19473 members Entering Unmasked Estep Score: -3571318.000000 Penalty: 4978.987305 Iteration 44Q: 3 clusters Score -3571318 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 19586 members Entering Unmasked Estep Score: -3571351.000000 Penalty: 4978.987305 Iteration 45Q: 3 clusters Score -3571351 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 19679 members Entering Unmasked Estep Score: -3571371.000000 Penalty: 4978.987305 Iteration 46Q: 3 clusters Score -3571371 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 19753 members Entering Unmasked Estep Score: -3571388.000000 Penalty: 4978.987305 Iteration 47Q: 3 clusters Score -3571388 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 19826 members Entering Unmasked Estep Score: -3571406.500000 Penalty: 4978.987305 Iteration 48Q: 3 clusters Score -3571406 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 19895 members Entering Unmasked Estep Score: -3571434.250000 Penalty: 4978.987305 Iteration 49Q: 3 clusters Score -3571434 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 19962 members Entering Unmasked Estep Score: -3571445.500000 Penalty: 4978.987305 Iteration 50Q: 3 clusters Score -3571446 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 20014 members Entering Unmasked Estep Score: -3571458.500000 Penalty: 4978.987305 Iteration 51Q: 3 clusters Score -3571458 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 20052 members Entering Unmasked Estep Score: -3571456.500000 Penalty: 4978.987305 Iteration 52Q: 3 clusters Score -3571456 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 20089 members Entering Unmasked Estep Score: -3571471.500000 Penalty: 4978.987305 Iteration 53Q: 3 clusters Score -3571472 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 20114 members Entering Unmasked Estep Score: -3571468.500000 Penalty: 4978.987305 Iteration 54Q: 3 clusters Score -3571468 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 20152 members Entering Unmasked Estep Score: -3571488.750000 Penalty: 4978.987305 Iteration 55Q: 3 clusters Score -3571489 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 20187 members Entering Unmasked Estep Score: -3571497.250000 Penalty: 4978.987305 Iteration 56Q: 3 clusters Score -3571497 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 20219 members Entering Unmasked Estep Score: -3571502.500000 Penalty: 4978.987305 Iteration 57Q: 3 clusters Score -3571502 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 20258 members Entering Unmasked Estep Score: -3571503.750000 Penalty: 4978.987305 Iteration 58Q: 3 clusters Score -3571504 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 20300 members Entering Unmasked Estep Score: -3571523.250000 Penalty: 4978.987305 Iteration 59Q: 3 clusters Score -3571523 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 20346 members Entering Unmasked Estep Score: -3571525.750000 Penalty: 4978.987305 Iteration 60F: 3 clusters Score -3571526 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 20391 members Entering Unmasked Estep Score: -3571536.000000 Penalty: 4978.987305 Iteration 61Q: 3 clusters Score -3571536 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 20434 members Entering Unmasked Estep Score: -3571545.250000 Penalty: 4978.987305 Iteration 62Q: 3 clusters Score -3571545 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 20467 members Entering Unmasked Estep Score: -3571556.500000 Penalty: 4978.987305 Iteration 63Q: 3 clusters Score -3571556 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 20500 members Entering Unmasked Estep Score: -3571568.250000 Penalty: 4978.987305 Iteration 64Q: 3 clusters Score -3571568 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 20528 members Entering Unmasked Estep Score: -3571575.500000 Penalty: 4978.987305 Iteration 65Q: 3 clusters Score -3571576 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 20555 members Entering Unmasked Estep Score: -3571582.750000 Penalty: 4978.987305 Iteration 66Q: 3 clusters Score -3571583 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 20579 members Entering Unmasked Estep Score: -3571587.750000 Penalty: 4978.987305 Iteration 67Q: 3 clusters Score -3571588 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 20603 members Entering Unmasked Estep Score: -3571595.750000 Penalty: 4978.987305 Iteration 68Q: 3 clusters Score -3571596 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 20624 members Entering Unmasked Estep Score: -3571600.000000 Penalty: 4978.987305 Iteration 69Q: 3 clusters Score -3571600 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 20644 members Entering Unmasked Estep Score: -3571608.000000 Penalty: 4978.987305 Iteration 70Q: 3 clusters Score -3571608 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 20665 members Entering Unmasked Estep Score: -3571613.750000 Penalty: 4978.987305 Iteration 71Q: 3 clusters Score -3571614 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 20687 members Entering Unmasked Estep Score: -3571612.750000 Penalty: 4978.987305 Iteration 72Q: 3 clusters Score -3571613 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 20718 members Entering Unmasked Estep Score: -3571625.250000 Penalty: 4978.987305 Iteration 73Q: 3 clusters Score -3571625 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 20748 members Entering Unmasked Estep Score: -3571636.000000 Penalty: 4978.987305 Iteration 74Q: 3 clusters Score -3571636 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 20776 members Entering Unmasked Estep Score: -3571642.000000 Penalty: 4978.987305 Iteration 75Q: 3 clusters Score -3571642 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 20805 members Entering Unmasked Estep Score: -3571651.250000 Penalty: 4978.987305 Iteration 76Q: 3 clusters Score -3571651 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 20824 members Entering Unmasked Estep Score: -3571654.250000 Penalty: 4978.987305 Iteration 77Q: 3 clusters Score -3571654 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 20844 members Entering Unmasked Estep Score: -3571660.250000 Penalty: 4978.987305 Iteration 78Q: 3 clusters Score -3571660 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 20855 members Entering Unmasked Estep Score: -3571664.500000 Penalty: 4978.987305 Iteration 79Q: 3 clusters Score -3571664 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 20871 members Entering Unmasked Estep Score: -3571669.000000 Penalty: 4978.987305 Iteration 80F: 3 clusters Score -3571669 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 20882 members Entering Unmasked Estep Score: -3571669.250000 Penalty: 4978.987305 Iteration 81Q: 3 clusters Score -3571669 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 20896 members Entering Unmasked Estep Score: -3571679.000000 Penalty: 4978.987305 Iteration 82Q: 3 clusters Score -3571679 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 20911 members Entering Unmasked Estep Score: -3571678.000000 Penalty: 4978.987305 Iteration 83Q: 3 clusters Score -3571678 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 20922 members Entering Unmasked Estep Score: -3571681.500000 Penalty: 4978.987305 Iteration 84Q: 3 clusters Score -3571682 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 20929 members Entering Unmasked Estep Score: -3571684.250000 Penalty: 4978.987305 Iteration 85Q: 3 clusters Score -3571684 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 20944 members Entering Unmasked Estep Score: -3571692.750000 Penalty: 4978.987305 Iteration 86Q: 3 clusters Score -3571693 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 20951 members Entering Unmasked Estep Score: -3571692.000000 Penalty: 4978.987305 Iteration 87Q: 3 clusters Score -3571692 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 20955 members Entering Unmasked Estep Score: -3571698.250000 Penalty: 4978.987305 Iteration 88Q: 3 clusters Score -3571698 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 20965 members Entering Unmasked Estep Score: -3571693.250000 Penalty: 4978.987305 Iteration 89Q: 3 clusters Score -3571693 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 20971 members Entering Unmasked Estep Score: -3571698.750000 Penalty: 4978.987305 Iteration 90Q: 3 clusters Score -3571699 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 20975 members Entering Unmasked Estep Score: -3571703.750000 Penalty: 4978.987305 Iteration 91Q: 3 clusters Score -3571704 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 20979 members Entering Unmasked Estep Score: -3571702.500000 Penalty: 4978.987305 Iteration 92Q: 3 clusters Score -3571702 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 20983 members Entering Unmasked Estep Score: -3571704.750000 Penalty: 4978.987305 Iteration 93Q: 3 clusters Score -3571705 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 20988 members Entering Unmasked Estep Score: -3571707.250000 Penalty: 4978.987305 Iteration 94Q: 3 clusters Score -3571707 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 20991 members Entering Unmasked Estep Score: -3571706.500000 Penalty: 4978.987305 Iteration 95Q: 3 clusters Score -3571706 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 20993 members Entering Unmasked Estep Score: -3571705.250000 Penalty: 4978.987305 Iteration 96Q: 3 clusters Score -3571705 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 20993 members Entering Unmasked Estep Score: -3571705.250000 Penalty: 4978.987305 Iteration 97F: 3 clusters Score -3571705 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (373 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Entering Unmasked Estep Score: -41491.300781 Penalty: 1468.551392 Iteration 0F: 2 clusters Score -41491.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -40383.750000 Penalty: 2937.102783 Iteration 0F: 3 clusters Score -40383.75 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -40607.656250 Penalty: 2937.102783 Iteration 1F: 3 clusters Score -40607.66 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -40762.828125 Penalty: 2937.102783 Iteration 2F: 3 clusters Score -40762.83 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -40948.542969 Penalty: 2937.102783 Iteration 3F: 3 clusters Score -40948.54 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -41118.105469 Penalty: 2937.102783 Iteration 4F: 3 clusters Score -41118.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -41228.089844 Penalty: 2937.102783 Iteration 5Q: 3 clusters Score -41228.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -41357.960938 Penalty: 2937.102783 Iteration 6Q: 3 clusters Score -41357.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -41449.761719 Penalty: 2937.102783 Iteration 7Q: 3 clusters Score -41449.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -41464.648438 Penalty: 2937.102783 Iteration 8Q: 3 clusters Score -41464.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -41464.648438 Penalty: 2937.102783 Iteration 9F: 3 clusters Score -41464.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (10750 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10750 members Entering Unmasked Estep Score: -1521847.500000 Penalty: 2302.100098 Iteration 0F: 2 clusters Score -1521848 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -1513812.625000 Penalty: 4604.200195 Iteration 0F: 3 clusters Score -1513813 nChanged 4515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -1516507.375000 Penalty: 4604.200195 Iteration 1F: 3 clusters Score -1516507 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -1517253.125000 Penalty: 4604.200195 Iteration 2F: 3 clusters Score -1517253 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -1518021.125000 Penalty: 4604.200195 Iteration 3F: 3 clusters Score -1518021 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -1518711.750000 Penalty: 4604.200195 Iteration 4F: 3 clusters Score -1518712 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -1519240.875000 Penalty: 4604.200195 Iteration 5F: 3 clusters Score -1519241 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -1519621.375000 Penalty: 4604.200195 Iteration 6F: 3 clusters Score -1519621 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1519852.625000 Penalty: 4604.200195 Iteration 7Q: 3 clusters Score -1519853 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6768 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1520000.000000 Penalty: 4604.200195 Iteration 8Q: 3 clusters Score -1520000 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6861 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -1520095.750000 Penalty: 4604.200195 Iteration 9Q: 3 clusters Score -1520096 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6974 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -1520192.250000 Penalty: 4604.200195 Iteration 10Q: 3 clusters Score -1520192 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -1520260.375000 Penalty: 4604.200195 Iteration 11Q: 3 clusters Score -1520260 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -1520314.625000 Penalty: 4604.200195 Iteration 12Q: 3 clusters Score -1520315 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -1520355.375000 Penalty: 4604.200195 Iteration 13Q: 3 clusters Score -1520355 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7278 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -1520400.375000 Penalty: 4604.200195 Iteration 14Q: 3 clusters Score -1520400 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -1520426.250000 Penalty: 4604.200195 Iteration 15Q: 3 clusters Score -1520426 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -1520473.500000 Penalty: 4604.200195 Iteration 16Q: 3 clusters Score -1520474 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7497 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -1520504.000000 Penalty: 4604.200195 Iteration 17Q: 3 clusters Score -1520504 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7571 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -1520539.125000 Penalty: 4604.200195 Iteration 18Q: 3 clusters Score -1520539 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7618 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -1520558.375000 Penalty: 4604.200195 Iteration 19Q: 3 clusters Score -1520558 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7658 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -1520573.875000 Penalty: 4604.200195 Iteration 20F: 3 clusters Score -1520574 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7699 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -1520584.125000 Penalty: 4604.200195 Iteration 21Q: 3 clusters Score -1520584 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7746 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -1520603.625000 Penalty: 4604.200195 Iteration 22Q: 3 clusters Score -1520604 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7793 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -1520623.125000 Penalty: 4604.200195 Iteration 23Q: 3 clusters Score -1520623 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7838 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -1520640.125000 Penalty: 4604.200195 Iteration 24Q: 3 clusters Score -1520640 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7879 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -1520649.250000 Penalty: 4604.200195 Iteration 25Q: 3 clusters Score -1520649 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7919 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -1520664.500000 Penalty: 4604.200195 Iteration 26Q: 3 clusters Score -1520664 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7971 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -1520681.625000 Penalty: 4604.200195 Iteration 27Q: 3 clusters Score -1520682 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8022 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -1520700.125000 Penalty: 4604.200195 Iteration 28Q: 3 clusters Score -1520700 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -1520721.375000 Penalty: 4604.200195 Iteration 29Q: 3 clusters Score -1520721 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8112 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -1520726.625000 Penalty: 4604.200195 Iteration 30Q: 3 clusters Score -1520727 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8149 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -1520736.375000 Penalty: 4604.200195 Iteration 31Q: 3 clusters Score -1520736 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8179 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -1520744.125000 Penalty: 4604.200195 Iteration 32Q: 3 clusters Score -1520744 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8201 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -1520749.750000 Penalty: 4604.200195 Iteration 33Q: 3 clusters Score -1520750 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8215 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -1520751.250000 Penalty: 4604.200195 Iteration 34Q: 3 clusters Score -1520751 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8230 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -1520757.875000 Penalty: 4604.200195 Iteration 35Q: 3 clusters Score -1520758 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8244 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -1520756.500000 Penalty: 4604.200195 Iteration 36Q: 3 clusters Score -1520756 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8256 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -1520757.500000 Penalty: 4604.200195 Iteration 37Q: 3 clusters Score -1520758 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8265 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -1520758.000000 Penalty: 4604.200195 Iteration 38Q: 3 clusters Score -1520758 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8273 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -1520765.125000 Penalty: 4604.200195 Iteration 39Q: 3 clusters Score -1520765 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8287 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -1520768.750000 Penalty: 4604.200195 Iteration 40F: 3 clusters Score -1520769 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8301 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -1520769.750000 Penalty: 4604.200195 Iteration 41Q: 3 clusters Score -1520770 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8308 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -1520770.875000 Penalty: 4604.200195 Iteration 42Q: 3 clusters Score -1520771 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8315 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -1520769.000000 Penalty: 4604.200195 Iteration 43Q: 3 clusters Score -1520769 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8320 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -1520772.500000 Penalty: 4604.200195 Iteration 44Q: 3 clusters Score -1520772 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8322 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -1520773.375000 Penalty: 4604.200195 Iteration 45Q: 3 clusters Score -1520773 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8323 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -1520773.125000 Penalty: 4604.200195 Iteration 46Q: 3 clusters Score -1520773 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8325 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -1520773.625000 Penalty: 4604.200195 Iteration 47Q: 3 clusters Score -1520774 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8325 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -1520773.625000 Penalty: 4604.200195 Iteration 48F: 3 clusters Score -1520774 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (7404 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7404 members Entering Unmasked Estep Score: -1115513.500000 Penalty: 2209.624268 Iteration 0F: 2 clusters Score -1115514 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -1109459.625000 Penalty: 4419.248535 Iteration 0F: 3 clusters Score -1109460 nChanged 2996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1111132.500000 Penalty: 4419.248535 Iteration 1F: 3 clusters Score -1111132 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -1111401.500000 Penalty: 4419.248535 Iteration 2F: 3 clusters Score -1111402 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -1111584.750000 Penalty: 4419.248535 Iteration 3F: 3 clusters Score -1111585 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -1111707.250000 Penalty: 4419.248535 Iteration 4Q: 3 clusters Score -1111707 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -1111783.625000 Penalty: 4419.248535 Iteration 5Q: 3 clusters Score -1111784 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -1111877.000000 Penalty: 4419.248535 Iteration 6Q: 3 clusters Score -1111877 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -1111966.500000 Penalty: 4419.248535 Iteration 7Q: 3 clusters Score -1111966 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -1112063.875000 Penalty: 4419.248535 Iteration 8Q: 3 clusters Score -1112064 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1112179.750000 Penalty: 4419.248535 Iteration 9Q: 3 clusters Score -1112180 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -1112265.500000 Penalty: 4419.248535 Iteration 10Q: 3 clusters Score -1112266 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -1112341.750000 Penalty: 4419.248535 Iteration 11Q: 3 clusters Score -1112342 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -1112406.750000 Penalty: 4419.248535 Iteration 12Q: 3 clusters Score -1112407 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -1112471.875000 Penalty: 4419.248535 Iteration 13Q: 3 clusters Score -1112472 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -1112534.500000 Penalty: 4419.248535 Iteration 14Q: 3 clusters Score -1112534 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -1112596.500000 Penalty: 4419.248535 Iteration 15Q: 3 clusters Score -1112596 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -1112667.625000 Penalty: 4419.248535 Iteration 16Q: 3 clusters Score -1112668 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -1112746.000000 Penalty: 4419.248535 Iteration 17Q: 3 clusters Score -1112746 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -1112815.250000 Penalty: 4419.248535 Iteration 18Q: 3 clusters Score -1112815 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -1112882.000000 Penalty: 4419.248535 Iteration 19Q: 3 clusters Score -1112882 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -1112954.500000 Penalty: 4419.248535 Iteration 20F: 3 clusters Score -1112954 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -1113008.750000 Penalty: 4419.248535 Iteration 21Q: 3 clusters Score -1113009 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -1113052.750000 Penalty: 4419.248535 Iteration 22Q: 3 clusters Score -1113053 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -1113092.125000 Penalty: 4419.248535 Iteration 23Q: 3 clusters Score -1113092 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -1113132.625000 Penalty: 4419.248535 Iteration 24Q: 3 clusters Score -1113133 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5242 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -1113162.500000 Penalty: 4419.248535 Iteration 25Q: 3 clusters Score -1113162 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5298 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -1113193.500000 Penalty: 4419.248535 Iteration 26Q: 3 clusters Score -1113194 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -1113220.375000 Penalty: 4419.248535 Iteration 27Q: 3 clusters Score -1113220 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -1113245.625000 Penalty: 4419.248535 Iteration 28Q: 3 clusters Score -1113246 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -1113272.250000 Penalty: 4419.248535 Iteration 29Q: 3 clusters Score -1113272 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -1113293.875000 Penalty: 4419.248535 Iteration 30Q: 3 clusters Score -1113294 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -1113312.000000 Penalty: 4419.248535 Iteration 31Q: 3 clusters Score -1113312 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -1113328.000000 Penalty: 4419.248535 Iteration 32Q: 3 clusters Score -1113328 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -1113349.000000 Penalty: 4419.248535 Iteration 33Q: 3 clusters Score -1113349 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -1113363.250000 Penalty: 4419.248535 Iteration 34Q: 3 clusters Score -1113363 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -1113375.125000 Penalty: 4419.248535 Iteration 35Q: 3 clusters Score -1113375 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -1113387.875000 Penalty: 4419.248535 Iteration 36Q: 3 clusters Score -1113388 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -1113394.875000 Penalty: 4419.248535 Iteration 37Q: 3 clusters Score -1113395 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -1113406.000000 Penalty: 4419.248535 Iteration 38Q: 3 clusters Score -1113406 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -1113418.000000 Penalty: 4419.248535 Iteration 39Q: 3 clusters Score -1113418 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -1113439.250000 Penalty: 4419.248535 Iteration 40F: 3 clusters Score -1113439 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -1113445.625000 Penalty: 4419.248535 Iteration 41Q: 3 clusters Score -1113446 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -1113453.500000 Penalty: 4419.248535 Iteration 42Q: 3 clusters Score -1113454 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5943 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -1113462.875000 Penalty: 4419.248535 Iteration 43Q: 3 clusters Score -1113463 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -1113467.875000 Penalty: 4419.248535 Iteration 44Q: 3 clusters Score -1113468 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -1113472.375000 Penalty: 4419.248535 Iteration 45Q: 3 clusters Score -1113472 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -1113476.125000 Penalty: 4419.248535 Iteration 46Q: 3 clusters Score -1113476 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -1113485.250000 Penalty: 4419.248535 Iteration 47Q: 3 clusters Score -1113485 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -1113499.000000 Penalty: 4419.248535 Iteration 48Q: 3 clusters Score -1113499 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -1113508.000000 Penalty: 4419.248535 Iteration 49Q: 3 clusters Score -1113508 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -1113513.000000 Penalty: 4419.248535 Iteration 50Q: 3 clusters Score -1113513 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -1113518.125000 Penalty: 4419.248535 Iteration 51Q: 3 clusters Score -1113518 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6092 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -1113519.625000 Penalty: 4419.248535 Iteration 52Q: 3 clusters Score -1113520 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6098 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -1113521.375000 Penalty: 4419.248535 Iteration 53Q: 3 clusters Score -1113521 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -1113529.500000 Penalty: 4419.248535 Iteration 54Q: 3 clusters Score -1113530 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -1113532.250000 Penalty: 4419.248535 Iteration 55Q: 3 clusters Score -1113532 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1113537.125000 Penalty: 4419.248535 Iteration 56Q: 3 clusters Score -1113537 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -1113538.125000 Penalty: 4419.248535 Iteration 57Q: 3 clusters Score -1113538 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -1113538.250000 Penalty: 4419.248535 Iteration 58Q: 3 clusters Score -1113538 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -1113539.750000 Penalty: 4419.248535 Iteration 59Q: 3 clusters Score -1113540 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -1113539.750000 Penalty: 4419.248535 Iteration 60F: 3 clusters Score -1113540 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -1113540.000000 Penalty: 4419.248535 Iteration 61Q: 3 clusters Score -1113540 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -1113542.875000 Penalty: 4419.248535 Iteration 62Q: 3 clusters Score -1113543 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -1113542.250000 Penalty: 4419.248535 Iteration 63Q: 3 clusters Score -1113542 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -1113542.250000 Penalty: 4419.248535 Iteration 64F: 3 clusters Score -1113542 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Entering Unmasked Estep Score: -812274.625000 Penalty: 2131.120361 Iteration 0F: 2 clusters Score -812274.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -807514.750000 Penalty: 4262.240723 Iteration 0F: 3 clusters Score -807514.8 nChanged 2064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -808641.125000 Penalty: 4262.240723 Iteration 1F: 3 clusters Score -808641.1 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -808924.687500 Penalty: 4262.240723 Iteration 2F: 3 clusters Score -808924.7 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -809139.500000 Penalty: 4262.240723 Iteration 3F: 3 clusters Score -809139.5 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -809328.875000 Penalty: 4262.240723 Iteration 4Q: 3 clusters Score -809328.9 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -809475.937500 Penalty: 4262.240723 Iteration 5Q: 3 clusters Score -809475.9 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -809587.625000 Penalty: 4262.240723 Iteration 6Q: 3 clusters Score -809587.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -809695.625000 Penalty: 4262.240723 Iteration 7Q: 3 clusters Score -809695.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -809792.625000 Penalty: 4262.240723 Iteration 8Q: 3 clusters Score -809792.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -809883.500000 Penalty: 4262.240723 Iteration 9Q: 3 clusters Score -809883.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -809957.750000 Penalty: 4262.240723 Iteration 10Q: 3 clusters Score -809957.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -810026.437500 Penalty: 4262.240723 Iteration 11Q: 3 clusters Score -810026.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -810094.375000 Penalty: 4262.240723 Iteration 12Q: 3 clusters Score -810094.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -810165.062500 Penalty: 4262.240723 Iteration 13Q: 3 clusters Score -810165.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -810232.937500 Penalty: 4262.240723 Iteration 14Q: 3 clusters Score -810232.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -810290.750000 Penalty: 4262.240723 Iteration 15Q: 3 clusters Score -810290.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -810344.437500 Penalty: 4262.240723 Iteration 16Q: 3 clusters Score -810344.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -810383.812500 Penalty: 4262.240723 Iteration 17Q: 3 clusters Score -810383.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -810426.250000 Penalty: 4262.240723 Iteration 18Q: 3 clusters Score -810426.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -810476.937500 Penalty: 4262.240723 Iteration 19Q: 3 clusters Score -810476.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -810543.000000 Penalty: 4262.240723 Iteration 20F: 3 clusters Score -810543 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -810607.812500 Penalty: 4262.240723 Iteration 21Q: 3 clusters Score -810607.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -810702.187500 Penalty: 4262.240723 Iteration 22Q: 3 clusters Score -810702.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -810799.562500 Penalty: 4262.240723 Iteration 23Q: 3 clusters Score -810799.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -810865.562500 Penalty: 4262.240723 Iteration 24Q: 3 clusters Score -810865.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -810912.875000 Penalty: 4262.240723 Iteration 25Q: 3 clusters Score -810912.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -810952.812500 Penalty: 4262.240723 Iteration 26Q: 3 clusters Score -810952.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -810980.750000 Penalty: 4262.240723 Iteration 27Q: 3 clusters Score -810980.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -810998.625000 Penalty: 4262.240723 Iteration 28Q: 3 clusters Score -810998.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -811012.062500 Penalty: 4262.240723 Iteration 29Q: 3 clusters Score -811012.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -811019.625000 Penalty: 4262.240723 Iteration 30Q: 3 clusters Score -811019.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -811024.312500 Penalty: 4262.240723 Iteration 31Q: 3 clusters Score -811024.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -811026.625000 Penalty: 4262.240723 Iteration 32Q: 3 clusters Score -811026.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -811026.812500 Penalty: 4262.240723 Iteration 33Q: 3 clusters Score -811026.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -811029.812500 Penalty: 4262.240723 Iteration 34Q: 3 clusters Score -811029.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -811034.312500 Penalty: 4262.240723 Iteration 35Q: 3 clusters Score -811034.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -811037.250000 Penalty: 4262.240723 Iteration 36Q: 3 clusters Score -811037.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -811036.937500 Penalty: 4262.240723 Iteration 37Q: 3 clusters Score -811036.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -811041.437500 Penalty: 4262.240723 Iteration 38Q: 3 clusters Score -811041.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -811043.437500 Penalty: 4262.240723 Iteration 39Q: 3 clusters Score -811043.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -811043.250000 Penalty: 4262.240723 Iteration 40F: 3 clusters Score -811043.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -811046.875000 Penalty: 4262.240723 Iteration 41Q: 3 clusters Score -811046.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -811049.687500 Penalty: 4262.240723 Iteration 42Q: 3 clusters Score -811049.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -811050.000000 Penalty: 4262.240723 Iteration 43Q: 3 clusters Score -811050 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -811051.437500 Penalty: 4262.240723 Iteration 44Q: 3 clusters Score -811051.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -811051.812500 Penalty: 4262.240723 Iteration 45Q: 3 clusters Score -811051.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -811054.562500 Penalty: 4262.240723 Iteration 46Q: 3 clusters Score -811054.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -811055.750000 Penalty: 4262.240723 Iteration 47Q: 3 clusters Score -811055.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -811059.875000 Penalty: 4262.240723 Iteration 48Q: 3 clusters Score -811059.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -811058.562500 Penalty: 4262.240723 Iteration 49Q: 3 clusters Score -811058.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -811058.562500 Penalty: 4262.240723 Iteration 50F: 3 clusters Score -811058.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Entering Unmasked Estep Score: -63009.675781 Penalty: 1512.879150 Iteration 0F: 2 clusters Score -63009.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -61540.195312 Penalty: 3025.758301 Iteration 0F: 3 clusters Score -61540.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -61705.582031 Penalty: 3025.758301 Iteration 1F: 3 clusters Score -61705.58 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -61794.878906 Penalty: 3025.758301 Iteration 2F: 3 clusters Score -61794.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -61850.609375 Penalty: 3025.758301 Iteration 3Q: 3 clusters Score -61850.61 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -61909.445312 Penalty: 3025.758301 Iteration 4Q: 3 clusters Score -61909.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -61940.976562 Penalty: 3025.758301 Iteration 5Q: 3 clusters Score -61940.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -61957.550781 Penalty: 3025.758301 Iteration 6Q: 3 clusters Score -61957.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -61965.421875 Penalty: 3025.758301 Iteration 7Q: 3 clusters Score -61965.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -61976.023438 Penalty: 3025.758301 Iteration 8Q: 3 clusters Score -61976.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -61978.015625 Penalty: 3025.758301 Iteration 9Q: 3 clusters Score -61978.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -61979.667969 Penalty: 3025.758301 Iteration 10Q: 3 clusters Score -61979.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -61979.667969 Penalty: 3025.758301 Iteration 11F: 3 clusters Score -61979.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Entering Unmasked Estep Score: -35534.394531 Penalty: 1385.637695 Iteration 0F: 2 clusters Score -35534.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -34307.441406 Penalty: 2771.275391 Iteration 0F: 3 clusters Score -34307.44 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -34463.382812 Penalty: 2771.275391 Iteration 1F: 3 clusters Score -34463.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -34483.636719 Penalty: 2771.275391 Iteration 2Q: 3 clusters Score -34483.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -34499.371094 Penalty: 2771.275391 Iteration 3Q: 3 clusters Score -34499.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -34516.343750 Penalty: 2771.275391 Iteration 4Q: 3 clusters Score -34516.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -34551.160156 Penalty: 2771.275391 Iteration 5Q: 3 clusters Score -34551.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -34564.109375 Penalty: 2771.275391 Iteration 6Q: 3 clusters Score -34564.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -34564.109375 Penalty: 2771.275391 Iteration 7F: 3 clusters Score -34564.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (7820 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7820 members Entering Unmasked Estep Score: -1140129.500000 Penalty: 2223.180908 Iteration 0F: 2 clusters Score -1140130 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -1133864.750000 Penalty: 4446.361816 Iteration 0F: 3 clusters Score -1133865 nChanged 3164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -1135584.375000 Penalty: 4446.361816 Iteration 1F: 3 clusters Score -1135584 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -1135887.750000 Penalty: 4446.361816 Iteration 2F: 3 clusters Score -1135888 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -1136157.750000 Penalty: 4446.361816 Iteration 3F: 3 clusters Score -1136158 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -1136389.250000 Penalty: 4446.361816 Iteration 4Q: 3 clusters Score -1136389 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -1136613.625000 Penalty: 4446.361816 Iteration 5Q: 3 clusters Score -1136614 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -1136830.875000 Penalty: 4446.361816 Iteration 6Q: 3 clusters Score -1136831 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -1137041.125000 Penalty: 4446.361816 Iteration 7Q: 3 clusters Score -1137041 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5948 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -1137254.625000 Penalty: 4446.361816 Iteration 8Q: 3 clusters Score -1137255 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -1137472.625000 Penalty: 4446.361816 Iteration 9Q: 3 clusters Score -1137473 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -1137705.500000 Penalty: 4446.361816 Iteration 10Q: 3 clusters Score -1137706 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6539 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1137907.625000 Penalty: 4446.361816 Iteration 11Q: 3 clusters Score -1137908 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -1138037.875000 Penalty: 4446.361816 Iteration 12Q: 3 clusters Score -1138038 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -1138132.500000 Penalty: 4446.361816 Iteration 13Q: 3 clusters Score -1138132 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -1138213.750000 Penalty: 4446.361816 Iteration 14Q: 3 clusters Score -1138214 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -1138264.625000 Penalty: 4446.361816 Iteration 15Q: 3 clusters Score -1138265 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6880 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -1138298.500000 Penalty: 4446.361816 Iteration 16Q: 3 clusters Score -1138298 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -1138325.625000 Penalty: 4446.361816 Iteration 17Q: 3 clusters Score -1138326 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -1138345.375000 Penalty: 4446.361816 Iteration 18Q: 3 clusters Score -1138345 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -1138360.875000 Penalty: 4446.361816 Iteration 19Q: 3 clusters Score -1138361 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6953 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -1138376.375000 Penalty: 4446.361816 Iteration 20F: 3 clusters Score -1138376 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6974 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -1138385.375000 Penalty: 4446.361816 Iteration 21Q: 3 clusters Score -1138385 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -1138400.375000 Penalty: 4446.361816 Iteration 22Q: 3 clusters Score -1138400 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6999 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -1138402.125000 Penalty: 4446.361816 Iteration 23Q: 3 clusters Score -1138402 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1138409.250000 Penalty: 4446.361816 Iteration 24Q: 3 clusters Score -1138409 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7016 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1138412.375000 Penalty: 4446.361816 Iteration 25Q: 3 clusters Score -1138412 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7023 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1138418.750000 Penalty: 4446.361816 Iteration 26Q: 3 clusters Score -1138419 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7023 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1138421.750000 Penalty: 4446.361816 Iteration 27Q: 3 clusters Score -1138422 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7022 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1138426.125000 Penalty: 4446.361816 Iteration 28Q: 3 clusters Score -1138426 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7022 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1138427.500000 Penalty: 4446.361816 Iteration 29Q: 3 clusters Score -1138428 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7021 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -1138427.250000 Penalty: 4446.361816 Iteration 30Q: 3 clusters Score -1138427 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7021 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -1138427.250000 Penalty: 4446.361816 Iteration 31F: 3 clusters Score -1138427 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1784 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Entering Unmasked Estep Score: -242535.343750 Penalty: 1856.680054 Iteration 0F: 2 clusters Score -242535.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -240141.250000 Penalty: 3713.360107 Iteration 0F: 3 clusters Score -240141.2 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -240818.843750 Penalty: 3713.360107 Iteration 1F: 3 clusters Score -240818.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -241080.078125 Penalty: 3713.360107 Iteration 2F: 3 clusters Score -241080.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -241227.859375 Penalty: 3713.360107 Iteration 3F: 3 clusters Score -241227.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -241323.156250 Penalty: 3713.360107 Iteration 4Q: 3 clusters Score -241323.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -241385.890625 Penalty: 3713.360107 Iteration 5Q: 3 clusters Score -241385.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -241434.218750 Penalty: 3713.360107 Iteration 6Q: 3 clusters Score -241434.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -241482.718750 Penalty: 3713.360107 Iteration 7Q: 3 clusters Score -241482.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -241514.062500 Penalty: 3713.360107 Iteration 8Q: 3 clusters Score -241514.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -241534.328125 Penalty: 3713.360107 Iteration 9Q: 3 clusters Score -241534.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -241544.843750 Penalty: 3713.360107 Iteration 10Q: 3 clusters Score -241544.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -241552.203125 Penalty: 3713.360107 Iteration 11Q: 3 clusters Score -241552.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -241555.578125 Penalty: 3713.360107 Iteration 12Q: 3 clusters Score -241555.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -241560.171875 Penalty: 3713.360107 Iteration 13Q: 3 clusters Score -241560.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -241567.343750 Penalty: 3713.360107 Iteration 14Q: 3 clusters Score -241567.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -241572.250000 Penalty: 3713.360107 Iteration 15Q: 3 clusters Score -241572.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -241579.531250 Penalty: 3713.360107 Iteration 16Q: 3 clusters Score -241579.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -241585.125000 Penalty: 3713.360107 Iteration 17Q: 3 clusters Score -241585.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -241587.656250 Penalty: 3713.360107 Iteration 18Q: 3 clusters Score -241587.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -241589.875000 Penalty: 3713.360107 Iteration 19Q: 3 clusters Score -241589.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -241589.875000 Penalty: 3713.360107 Iteration 20F: 3 clusters Score -241589.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Entering Unmasked Estep Score: -38510.097656 Penalty: 1404.414185 Iteration 0F: 2 clusters Score -38510.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -37372.843750 Penalty: 2808.828369 Iteration 0F: 3 clusters Score -37372.84 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -37519.898438 Penalty: 2808.828369 Iteration 1F: 3 clusters Score -37519.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -37579.964844 Penalty: 2808.828369 Iteration 2F: 3 clusters Score -37579.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -37605.277344 Penalty: 2808.828369 Iteration 3Q: 3 clusters Score -37605.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -37628.269531 Penalty: 2808.828369 Iteration 4Q: 3 clusters Score -37628.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -37645.796875 Penalty: 2808.828369 Iteration 5Q: 3 clusters Score -37645.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -37675.632812 Penalty: 2808.828369 Iteration 6Q: 3 clusters Score -37675.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -37697.316406 Penalty: 2808.828369 Iteration 7Q: 3 clusters Score -37697.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -37740.410156 Penalty: 2808.828369 Iteration 8Q: 3 clusters Score -37740.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -37762.699219 Penalty: 2808.828369 Iteration 9Q: 3 clusters Score -37762.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -37782.281250 Penalty: 2808.828369 Iteration 10Q: 3 clusters Score -37782.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -37804.628906 Penalty: 2808.828369 Iteration 11Q: 3 clusters Score -37804.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -37807.277344 Penalty: 2808.828369 Iteration 12Q: 3 clusters Score -37807.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -37814.050781 Penalty: 2808.828369 Iteration 13Q: 3 clusters Score -37814.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -37820.332031 Penalty: 2808.828369 Iteration 14Q: 3 clusters Score -37820.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -37820.332031 Penalty: 2808.828369 Iteration 15F: 3 clusters Score -37820.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (105391 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105391 members Entering Unmasked Estep Score: -16356128.000000 Penalty: 2868.227295 Iteration 0F: 2 clusters Score -1.635613e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52922 members Mstep: Class 2 contains 52469 members Entering Unmasked Estep Score: -16290418.000000 Penalty: 5736.454590 Iteration 0F: 3 clusters Score -1.629042e+07 nChanged 49976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55056 members Mstep: Class 2 contains 50335 members Entering Unmasked Estep Score: -16318758.000000 Penalty: 5736.454590 Iteration 1F: 3 clusters Score -1.631876e+07 nChanged 3281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56493 members Mstep: Class 2 contains 48898 members Entering Unmasked Estep Score: -16319490.000000 Penalty: 5736.454590 Iteration 2Q: 3 clusters Score -1.631949e+07 nChanged 3634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58783 members Mstep: Class 2 contains 46608 members Entering Unmasked Estep Score: -16320532.000000 Penalty: 5736.454590 Iteration 3Q: 3 clusters Score -1.632053e+07 nChanged 4244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62161 members Mstep: Class 2 contains 43230 members Entering Unmasked Estep Score: -16322163.000000 Penalty: 5736.454590 Iteration 4Q: 3 clusters Score -1.632216e+07 nChanged 5327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67082 members Mstep: Class 2 contains 38309 members Entering Unmasked Estep Score: -16324700.000000 Penalty: 5736.454590 Iteration 5F: 3 clusters Score -1.63247e+07 nChanged 7032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73840 members Mstep: Class 2 contains 31551 members Entering Unmasked Estep Score: -16329228.000000 Penalty: 5736.454590 Iteration 6F: 3 clusters Score -1.632923e+07 nChanged 8560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82238 members Mstep: Class 2 contains 23153 members Entering Unmasked Estep Score: -16336294.000000 Penalty: 5736.454590 Iteration 7F: 3 clusters Score -1.633629e+07 nChanged 8710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90870 members Mstep: Class 2 contains 14521 members Entering Unmasked Estep Score: -16344029.000000 Penalty: 5736.454590 Iteration 8F: 3 clusters Score -1.634403e+07 nChanged 6868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97714 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -16349499.000000 Penalty: 5736.454590 Iteration 9F: 3 clusters Score -1.63495e+07 nChanged 4047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101747 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -16352172.000000 Penalty: 5736.454590 Iteration 10Q: 3 clusters Score -1.635217e+07 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103410 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -16353294.000000 Penalty: 5736.454590 Iteration 11Q: 3 clusters Score -1.635329e+07 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104109 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -16353692.000000 Penalty: 5736.454590 Iteration 12Q: 3 clusters Score -1.635369e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104348 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -16353878.000000 Penalty: 5736.454590 Iteration 13Q: 3 clusters Score -1.635388e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104477 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -16353982.000000 Penalty: 5736.454590 Iteration 14Q: 3 clusters Score -1.635398e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104533 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -16354022.000000 Penalty: 5736.454590 Iteration 15Q: 3 clusters Score -1.635402e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104568 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -16354056.000000 Penalty: 5736.454590 Iteration 16Q: 3 clusters Score -1.635406e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104590 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -16354078.000000 Penalty: 5736.454590 Iteration 17Q: 3 clusters Score -1.635408e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104609 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -16354092.000000 Penalty: 5736.454590 Iteration 18Q: 3 clusters Score -1.635409e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104623 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -16354088.000000 Penalty: 5736.454590 Iteration 19Q: 3 clusters Score -1.635409e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104633 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -16354095.000000 Penalty: 5736.454590 Iteration 20F: 3 clusters Score -1.63541e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104644 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -16354102.000000 Penalty: 5736.454590 Iteration 21Q: 3 clusters Score -1.63541e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104653 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -16354107.000000 Penalty: 5736.454590 Iteration 22Q: 3 clusters Score -1.635411e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104658 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -16354097.000000 Penalty: 5736.454590 Iteration 23Q: 3 clusters Score -1.63541e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104661 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -16354117.000000 Penalty: 5736.454590 Iteration 24Q: 3 clusters Score -1.635412e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104670 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -16354119.000000 Penalty: 5736.454590 Iteration 25Q: 3 clusters Score -1.635412e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104673 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -16354124.000000 Penalty: 5736.454590 Iteration 26Q: 3 clusters Score -1.635412e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104678 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -16354143.000000 Penalty: 5736.454590 Iteration 27Q: 3 clusters Score -1.635414e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104675 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -16354141.000000 Penalty: 5736.454590 Iteration 28Q: 3 clusters Score -1.635414e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104674 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -16354147.000000 Penalty: 5736.454590 Iteration 29Q: 3 clusters Score -1.635415e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104675 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -16354136.000000 Penalty: 5736.454590 Iteration 30Q: 3 clusters Score -1.635414e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104676 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -16354154.000000 Penalty: 5736.454590 Iteration 31Q: 3 clusters Score -1.635415e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104676 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -16354150.000000 Penalty: 5736.454590 Iteration 32Q: 3 clusters Score -1.635415e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104677 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -16354154.000000 Penalty: 5736.454590 Iteration 33Q: 3 clusters Score -1.635415e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104677 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -16354154.000000 Penalty: 5736.454590 Iteration 34F: 3 clusters Score -1.635415e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2745 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Entering Unmasked Estep Score: -432330.156250 Penalty: 1963.548950 Iteration 0F: 2 clusters Score -432330.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -429196.750000 Penalty: 3927.097900 Iteration 0F: 3 clusters Score -429196.8 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -429847.406250 Penalty: 3927.097900 Iteration 1F: 3 clusters Score -429847.4 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -430102.437500 Penalty: 3927.097900 Iteration 2F: 3 clusters Score -430102.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -430300.625000 Penalty: 3927.097900 Iteration 3F: 3 clusters Score -430300.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -430458.687500 Penalty: 3927.097900 Iteration 4F: 3 clusters Score -430458.7 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -430620.937500 Penalty: 3927.097900 Iteration 5F: 3 clusters Score -430620.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -430758.531250 Penalty: 3927.097900 Iteration 6Q: 3 clusters Score -430758.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -430869.843750 Penalty: 3927.097900 Iteration 7Q: 3 clusters Score -430869.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -430926.406250 Penalty: 3927.097900 Iteration 8Q: 3 clusters Score -430926.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -430967.406250 Penalty: 3927.097900 Iteration 9Q: 3 clusters Score -430967.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -430992.406250 Penalty: 3927.097900 Iteration 10Q: 3 clusters Score -430992.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -431004.187500 Penalty: 3927.097900 Iteration 11Q: 3 clusters Score -431004.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -431017.687500 Penalty: 3927.097900 Iteration 12Q: 3 clusters Score -431017.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -431024.593750 Penalty: 3927.097900 Iteration 13Q: 3 clusters Score -431024.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -431027.937500 Penalty: 3927.097900 Iteration 14Q: 3 clusters Score -431027.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -431029.312500 Penalty: 3927.097900 Iteration 15Q: 3 clusters Score -431029.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -431030.312500 Penalty: 3927.097900 Iteration 16Q: 3 clusters Score -431030.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -431031.562500 Penalty: 3927.097900 Iteration 17Q: 3 clusters Score -431031.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -431031.500000 Penalty: 3927.097900 Iteration 18Q: 3 clusters Score -431031.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -431031.781250 Penalty: 3927.097900 Iteration 19Q: 3 clusters Score -431031.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -431031.781250 Penalty: 3927.097900 Iteration 20F: 3 clusters Score -431031.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8561 members Entering Unmasked Estep Score: -1295085.625000 Penalty: 2245.633301 Iteration 0F: 2 clusters Score -1295086 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -1288319.125000 Penalty: 4491.266602 Iteration 0F: 3 clusters Score -1288319 nChanged 3568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1290289.125000 Penalty: 4491.266602 Iteration 1F: 3 clusters Score -1290289 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -1290694.625000 Penalty: 4491.266602 Iteration 2F: 3 clusters Score -1290695 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1290997.750000 Penalty: 4491.266602 Iteration 3F: 3 clusters Score -1290998 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -1291304.625000 Penalty: 4491.266602 Iteration 4F: 3 clusters Score -1291305 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -1291686.375000 Penalty: 4491.266602 Iteration 5F: 3 clusters Score -1291686 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -1292188.750000 Penalty: 4491.266602 Iteration 6F: 3 clusters Score -1292189 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -1292772.250000 Penalty: 4491.266602 Iteration 7F: 3 clusters Score -1292772 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -1293396.000000 Penalty: 4491.266602 Iteration 8F: 3 clusters Score -1293396 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -1293810.750000 Penalty: 4491.266602 Iteration 9F: 3 clusters Score -1293811 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -1294028.750000 Penalty: 4491.266602 Iteration 10Q: 3 clusters Score -1294029 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -1294172.125000 Penalty: 4491.266602 Iteration 11Q: 3 clusters Score -1294172 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -1294273.625000 Penalty: 4491.266602 Iteration 12Q: 3 clusters Score -1294274 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -1294357.750000 Penalty: 4491.266602 Iteration 13Q: 3 clusters Score -1294358 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -1294396.875000 Penalty: 4491.266602 Iteration 14Q: 3 clusters Score -1294397 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5699 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -1294417.250000 Penalty: 4491.266602 Iteration 15Q: 3 clusters Score -1294417 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -1294431.250000 Penalty: 4491.266602 Iteration 16Q: 3 clusters Score -1294431 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -1294444.375000 Penalty: 4491.266602 Iteration 17Q: 3 clusters Score -1294444 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -1294448.375000 Penalty: 4491.266602 Iteration 18Q: 3 clusters Score -1294448 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -1294456.750000 Penalty: 4491.266602 Iteration 19Q: 3 clusters Score -1294457 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -1294460.375000 Penalty: 4491.266602 Iteration 20F: 3 clusters Score -1294460 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -1294467.625000 Penalty: 4491.266602 Iteration 21Q: 3 clusters Score -1294468 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -1294475.250000 Penalty: 4491.266602 Iteration 22Q: 3 clusters Score -1294475 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -1294476.125000 Penalty: 4491.266602 Iteration 23Q: 3 clusters Score -1294476 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -1294483.875000 Penalty: 4491.266602 Iteration 24Q: 3 clusters Score -1294484 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -1294487.625000 Penalty: 4491.266602 Iteration 25Q: 3 clusters Score -1294488 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -1294490.125000 Penalty: 4491.266602 Iteration 26Q: 3 clusters Score -1294490 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5927 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -1294495.875000 Penalty: 4491.266602 Iteration 27Q: 3 clusters Score -1294496 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -1294501.375000 Penalty: 4491.266602 Iteration 28Q: 3 clusters Score -1294501 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -1294503.250000 Penalty: 4491.266602 Iteration 29Q: 3 clusters Score -1294503 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -1294508.375000 Penalty: 4491.266602 Iteration 30Q: 3 clusters Score -1294508 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -1294516.875000 Penalty: 4491.266602 Iteration 31Q: 3 clusters Score -1294517 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -1294521.750000 Penalty: 4491.266602 Iteration 32Q: 3 clusters Score -1294522 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -1294523.750000 Penalty: 4491.266602 Iteration 33Q: 3 clusters Score -1294524 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -1294527.750000 Penalty: 4491.266602 Iteration 34Q: 3 clusters Score -1294528 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -1294530.625000 Penalty: 4491.266602 Iteration 35Q: 3 clusters Score -1294531 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -1294531.250000 Penalty: 4491.266602 Iteration 36Q: 3 clusters Score -1294531 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -1294536.625000 Penalty: 4491.266602 Iteration 37Q: 3 clusters Score -1294537 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -1294534.750000 Penalty: 4491.266602 Iteration 38Q: 3 clusters Score -1294535 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -1294535.625000 Penalty: 4491.266602 Iteration 39Q: 3 clusters Score -1294536 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1294537.250000 Penalty: 4491.266602 Iteration 40F: 3 clusters Score -1294537 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -1294538.125000 Penalty: 4491.266602 Iteration 41Q: 3 clusters Score -1294538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -1294537.250000 Penalty: 4491.266602 Iteration 42Q: 3 clusters Score -1294537 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6056 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -1294537.000000 Penalty: 4491.266602 Iteration 43Q: 3 clusters Score -1294537 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -1294535.500000 Penalty: 4491.266602 Iteration 44Q: 3 clusters Score -1294536 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -1294535.500000 Penalty: 4491.266602 Iteration 45F: 3 clusters Score -1294536 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Entering Unmasked Estep Score: -401149.906250 Penalty: 1966.869507 Iteration 0F: 2 clusters Score -401149.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -398041.968750 Penalty: 3933.739014 Iteration 0F: 3 clusters Score -398042 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -398777.593750 Penalty: 3933.739014 Iteration 1F: 3 clusters Score -398777.6 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -399064.406250 Penalty: 3933.739014 Iteration 2F: 3 clusters Score -399064.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -399256.875000 Penalty: 3933.739014 Iteration 3F: 3 clusters Score -399256.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -399423.031250 Penalty: 3933.739014 Iteration 4Q: 3 clusters Score -399423 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -399588.281250 Penalty: 3933.739014 Iteration 5F: 3 clusters Score -399588.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -399752.218750 Penalty: 3933.739014 Iteration 6F: 3 clusters Score -399752.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -399911.250000 Penalty: 3933.739014 Iteration 7F: 3 clusters Score -399911.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -400084.562500 Penalty: 3933.739014 Iteration 8F: 3 clusters Score -400084.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -400239.468750 Penalty: 3933.739014 Iteration 9Q: 3 clusters Score -400239.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -400392.187500 Penalty: 3933.739014 Iteration 10Q: 3 clusters Score -400392.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -400511.406250 Penalty: 3933.739014 Iteration 11Q: 3 clusters Score -400511.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -400586.562500 Penalty: 3933.739014 Iteration 12Q: 3 clusters Score -400586.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -400630.968750 Penalty: 3933.739014 Iteration 13Q: 3 clusters Score -400631 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -400655.718750 Penalty: 3933.739014 Iteration 14Q: 3 clusters Score -400655.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -400681.125000 Penalty: 3933.739014 Iteration 15Q: 3 clusters Score -400681.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -400698.437500 Penalty: 3933.739014 Iteration 16Q: 3 clusters Score -400698.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -400703.437500 Penalty: 3933.739014 Iteration 17Q: 3 clusters Score -400703.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -400704.875000 Penalty: 3933.739014 Iteration 18Q: 3 clusters Score -400704.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -400705.968750 Penalty: 3933.739014 Iteration 19Q: 3 clusters Score -400706 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -400708.156250 Penalty: 3933.739014 Iteration 20F: 3 clusters Score -400708.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -400710.093750 Penalty: 3933.739014 Iteration 21Q: 3 clusters Score -400710.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -400712.312500 Penalty: 3933.739014 Iteration 22Q: 3 clusters Score -400712.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -400716.000000 Penalty: 3933.739014 Iteration 23Q: 3 clusters Score -400716 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -400720.093750 Penalty: 3933.739014 Iteration 24Q: 3 clusters Score -400720.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -400724.968750 Penalty: 3933.739014 Iteration 25Q: 3 clusters Score -400725 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -400729.281250 Penalty: 3933.739014 Iteration 26Q: 3 clusters Score -400729.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -400730.250000 Penalty: 3933.739014 Iteration 27Q: 3 clusters Score -400730.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -400732.281250 Penalty: 3933.739014 Iteration 28Q: 3 clusters Score -400732.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -400733.093750 Penalty: 3933.739014 Iteration 29Q: 3 clusters Score -400733.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -400735.750000 Penalty: 3933.739014 Iteration 30Q: 3 clusters Score -400735.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -400736.687500 Penalty: 3933.739014 Iteration 31Q: 3 clusters Score -400736.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -400737.218750 Penalty: 3933.739014 Iteration 32Q: 3 clusters Score -400737.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -400737.218750 Penalty: 3933.739014 Iteration 33F: 3 clusters Score -400737.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3120 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Entering Unmasked Estep Score: -478507.500000 Penalty: 1995.305908 Iteration 0F: 2 clusters Score -478507.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -475178.218750 Penalty: 3990.611816 Iteration 0F: 3 clusters Score -475178.2 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -475815.906250 Penalty: 3990.611816 Iteration 1F: 3 clusters Score -475815.9 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -475992.218750 Penalty: 3990.611816 Iteration 2F: 3 clusters Score -475992.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -476111.562500 Penalty: 3990.611816 Iteration 3F: 3 clusters Score -476111.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -476184.531250 Penalty: 3990.611816 Iteration 4Q: 3 clusters Score -476184.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -476247.906250 Penalty: 3990.611816 Iteration 5Q: 3 clusters Score -476247.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -476300.281250 Penalty: 3990.611816 Iteration 6Q: 3 clusters Score -476300.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -476341.781250 Penalty: 3990.611816 Iteration 7Q: 3 clusters Score -476341.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -476377.406250 Penalty: 3990.611816 Iteration 8Q: 3 clusters Score -476377.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -476409.312500 Penalty: 3990.611816 Iteration 9Q: 3 clusters Score -476409.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -476439.718750 Penalty: 3990.611816 Iteration 10Q: 3 clusters Score -476439.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -476464.437500 Penalty: 3990.611816 Iteration 11Q: 3 clusters Score -476464.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -476484.500000 Penalty: 3990.611816 Iteration 12Q: 3 clusters Score -476484.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -476508.875000 Penalty: 3990.611816 Iteration 13Q: 3 clusters Score -476508.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -476529.250000 Penalty: 3990.611816 Iteration 14Q: 3 clusters Score -476529.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -476552.281250 Penalty: 3990.611816 Iteration 15Q: 3 clusters Score -476552.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -476569.937500 Penalty: 3990.611816 Iteration 16Q: 3 clusters Score -476569.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -476590.750000 Penalty: 3990.611816 Iteration 17Q: 3 clusters Score -476590.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -476608.843750 Penalty: 3990.611816 Iteration 18Q: 3 clusters Score -476608.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -476621.187500 Penalty: 3990.611816 Iteration 19Q: 3 clusters Score -476621.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -476629.000000 Penalty: 3990.611816 Iteration 20F: 3 clusters Score -476629 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -476638.000000 Penalty: 3990.611816 Iteration 21Q: 3 clusters Score -476638 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -476648.750000 Penalty: 3990.611816 Iteration 22Q: 3 clusters Score -476648.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -476656.750000 Penalty: 3990.611816 Iteration 23Q: 3 clusters Score -476656.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -476665.968750 Penalty: 3990.611816 Iteration 24Q: 3 clusters Score -476666 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -476671.406250 Penalty: 3990.611816 Iteration 25Q: 3 clusters Score -476671.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -476680.343750 Penalty: 3990.611816 Iteration 26Q: 3 clusters Score -476680.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -476685.187500 Penalty: 3990.611816 Iteration 27Q: 3 clusters Score -476685.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -476688.031250 Penalty: 3990.611816 Iteration 28Q: 3 clusters Score -476688 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -476689.343750 Penalty: 3990.611816 Iteration 29Q: 3 clusters Score -476689.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -476691.593750 Penalty: 3990.611816 Iteration 30Q: 3 clusters Score -476691.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -476693.000000 Penalty: 3990.611816 Iteration 31Q: 3 clusters Score -476693 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -476694.593750 Penalty: 3990.611816 Iteration 32Q: 3 clusters Score -476694.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -476697.062500 Penalty: 3990.611816 Iteration 33Q: 3 clusters Score -476697.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -476698.375000 Penalty: 3990.611816 Iteration 34Q: 3 clusters Score -476698.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -476698.375000 Penalty: 3990.611816 Iteration 35F: 3 clusters Score -476698.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (123 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Entering Unmasked Estep Score: -16059.760742 Penalty: 1193.421753 Iteration 0F: 2 clusters Score -16059.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -15254.458008 Penalty: 2386.843506 Iteration 0F: 3 clusters Score -15254.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -15277.309570 Penalty: 2386.843506 Iteration 1Q: 3 clusters Score -15277.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -15304.599609 Penalty: 2386.843506 Iteration 2Q: 3 clusters Score -15304.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -15304.599609 Penalty: 2386.843506 Iteration 3F: 3 clusters Score -15304.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Entering Unmasked Estep Score: -722978.375000 Penalty: 2106.340820 Iteration 0F: 2 clusters Score -722978.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -718500.875000 Penalty: 4212.681641 Iteration 0F: 3 clusters Score -718500.9 nChanged 1902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -719808.687500 Penalty: 4212.681641 Iteration 1F: 3 clusters Score -719808.7 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -720374.187500 Penalty: 4212.681641 Iteration 2F: 3 clusters Score -720374.2 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -720931.812500 Penalty: 4212.681641 Iteration 3F: 3 clusters Score -720931.8 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -721463.750000 Penalty: 4212.681641 Iteration 4F: 3 clusters Score -721463.8 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -721854.625000 Penalty: 4212.681641 Iteration 5F: 3 clusters Score -721854.6 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -722075.687500 Penalty: 4212.681641 Iteration 6Q: 3 clusters Score -722075.7 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -722184.937500 Penalty: 4212.681641 Iteration 7Q: 3 clusters Score -722184.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -722232.375000 Penalty: 4212.681641 Iteration 8Q: 3 clusters Score -722232.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -722254.125000 Penalty: 4212.681641 Iteration 9Q: 3 clusters Score -722254.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -722271.312500 Penalty: 4212.681641 Iteration 10Q: 3 clusters Score -722271.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -722281.437500 Penalty: 4212.681641 Iteration 11Q: 3 clusters Score -722281.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -722291.312500 Penalty: 4212.681641 Iteration 12Q: 3 clusters Score -722291.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -722295.062500 Penalty: 4212.681641 Iteration 13Q: 3 clusters Score -722295.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -722298.375000 Penalty: 4212.681641 Iteration 14Q: 3 clusters Score -722298.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -722304.937500 Penalty: 4212.681641 Iteration 15Q: 3 clusters Score -722304.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -722305.750000 Penalty: 4212.681641 Iteration 16Q: 3 clusters Score -722305.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -722310.375000 Penalty: 4212.681641 Iteration 17Q: 3 clusters Score -722310.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -722313.687500 Penalty: 4212.681641 Iteration 18Q: 3 clusters Score -722313.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -722318.312500 Penalty: 4212.681641 Iteration 19Q: 3 clusters Score -722318.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -722321.375000 Penalty: 4212.681641 Iteration 20F: 3 clusters Score -722321.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -722322.500000 Penalty: 4212.681641 Iteration 21Q: 3 clusters Score -722322.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -722323.812500 Penalty: 4212.681641 Iteration 22Q: 3 clusters Score -722323.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -722325.125000 Penalty: 4212.681641 Iteration 23Q: 3 clusters Score -722325.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -722326.562500 Penalty: 4212.681641 Iteration 24Q: 3 clusters Score -722326.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -722326.937500 Penalty: 4212.681641 Iteration 25Q: 3 clusters Score -722326.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -722330.062500 Penalty: 4212.681641 Iteration 26Q: 3 clusters Score -722330.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -722330.000000 Penalty: 4212.681641 Iteration 27Q: 3 clusters Score -722330 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -722332.500000 Penalty: 4212.681641 Iteration 28Q: 3 clusters Score -722332.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -722335.125000 Penalty: 4212.681641 Iteration 29Q: 3 clusters Score -722335.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -722335.562500 Penalty: 4212.681641 Iteration 30Q: 3 clusters Score -722335.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -722337.625000 Penalty: 4212.681641 Iteration 31Q: 3 clusters Score -722337.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -722338.500000 Penalty: 4212.681641 Iteration 32Q: 3 clusters Score -722338.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -722340.000000 Penalty: 4212.681641 Iteration 33Q: 3 clusters Score -722340 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -722339.375000 Penalty: 4212.681641 Iteration 34Q: 3 clusters Score -722339.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -722342.000000 Penalty: 4212.681641 Iteration 35Q: 3 clusters Score -722342 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -722341.687500 Penalty: 4212.681641 Iteration 36Q: 3 clusters Score -722341.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -722341.750000 Penalty: 4212.681641 Iteration 37Q: 3 clusters Score -722341.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -722341.750000 Penalty: 4212.681641 Iteration 38F: 3 clusters Score -722341.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (11761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11761 members Entering Unmasked Estep Score: -1708345.500000 Penalty: 2324.390869 Iteration 0F: 2 clusters Score -1708346 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 5873 members Entering Unmasked Estep Score: -1699537.125000 Penalty: 4648.781738 Iteration 0F: 3 clusters Score -1699537 nChanged 4984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -1702665.875000 Penalty: 4648.781738 Iteration 1F: 3 clusters Score -1702666 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -1703674.375000 Penalty: 4648.781738 Iteration 2F: 3 clusters Score -1703674 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -1704765.750000 Penalty: 4648.781738 Iteration 3F: 3 clusters Score -1704766 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -1705632.125000 Penalty: 4648.781738 Iteration 4F: 3 clusters Score -1705632 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -1706281.250000 Penalty: 4648.781738 Iteration 5F: 3 clusters Score -1706281 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Mstep: Class 2 contains 6450 members Entering Unmasked Estep Score: -1706685.375000 Penalty: 4648.781738 Iteration 6F: 3 clusters Score -1706685 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -1706907.750000 Penalty: 4648.781738 Iteration 7Q: 3 clusters Score -1706908 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 6677 members Entering Unmasked Estep Score: -1707034.125000 Penalty: 4648.781738 Iteration 8Q: 3 clusters Score -1707034 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 6785 members Entering Unmasked Estep Score: -1707114.000000 Penalty: 4648.781738 Iteration 9Q: 3 clusters Score -1707114 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -1707167.125000 Penalty: 4648.781738 Iteration 10Q: 3 clusters Score -1707167 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 6946 members Entering Unmasked Estep Score: -1707192.000000 Penalty: 4648.781738 Iteration 11Q: 3 clusters Score -1707192 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -1707212.125000 Penalty: 4648.781738 Iteration 12Q: 3 clusters Score -1707212 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 7041 members Entering Unmasked Estep Score: -1707232.625000 Penalty: 4648.781738 Iteration 13Q: 3 clusters Score -1707233 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 7081 members Entering Unmasked Estep Score: -1707253.875000 Penalty: 4648.781738 Iteration 14Q: 3 clusters Score -1707254 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 7123 members Entering Unmasked Estep Score: -1707272.000000 Penalty: 4648.781738 Iteration 15Q: 3 clusters Score -1707272 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -1707286.375000 Penalty: 4648.781738 Iteration 16Q: 3 clusters Score -1707286 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 7208 members Entering Unmasked Estep Score: -1707304.375000 Penalty: 4648.781738 Iteration 17Q: 3 clusters Score -1707304 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 7258 members Entering Unmasked Estep Score: -1707326.500000 Penalty: 4648.781738 Iteration 18Q: 3 clusters Score -1707326 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 7306 members Entering Unmasked Estep Score: -1707345.750000 Penalty: 4648.781738 Iteration 19Q: 3 clusters Score -1707346 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -1707360.875000 Penalty: 4648.781738 Iteration 20F: 3 clusters Score -1707361 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -1707378.375000 Penalty: 4648.781738 Iteration 21Q: 3 clusters Score -1707378 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 7407 members Entering Unmasked Estep Score: -1707391.250000 Penalty: 4648.781738 Iteration 22Q: 3 clusters Score -1707391 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 7444 members Entering Unmasked Estep Score: -1707400.625000 Penalty: 4648.781738 Iteration 23Q: 3 clusters Score -1707401 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 7467 members Entering Unmasked Estep Score: -1707405.625000 Penalty: 4648.781738 Iteration 24Q: 3 clusters Score -1707406 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 7492 members Entering Unmasked Estep Score: -1707413.625000 Penalty: 4648.781738 Iteration 25Q: 3 clusters Score -1707414 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 7509 members Entering Unmasked Estep Score: -1707418.875000 Penalty: 4648.781738 Iteration 26Q: 3 clusters Score -1707419 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 7529 members Entering Unmasked Estep Score: -1707427.250000 Penalty: 4648.781738 Iteration 27Q: 3 clusters Score -1707427 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 7555 members Entering Unmasked Estep Score: -1707435.125000 Penalty: 4648.781738 Iteration 28Q: 3 clusters Score -1707435 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 7582 members Entering Unmasked Estep Score: -1707445.875000 Penalty: 4648.781738 Iteration 29Q: 3 clusters Score -1707446 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 7600 members Entering Unmasked Estep Score: -1707449.125000 Penalty: 4648.781738 Iteration 30Q: 3 clusters Score -1707449 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 7623 members Entering Unmasked Estep Score: -1707456.625000 Penalty: 4648.781738 Iteration 31Q: 3 clusters Score -1707457 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -1707461.875000 Penalty: 4648.781738 Iteration 32Q: 3 clusters Score -1707462 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 7655 members Entering Unmasked Estep Score: -1707470.125000 Penalty: 4648.781738 Iteration 33Q: 3 clusters Score -1707470 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 7671 members Entering Unmasked Estep Score: -1707475.500000 Penalty: 4648.781738 Iteration 34Q: 3 clusters Score -1707476 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 7689 members Entering Unmasked Estep Score: -1707481.250000 Penalty: 4648.781738 Iteration 35Q: 3 clusters Score -1707481 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 7695 members Entering Unmasked Estep Score: -1707484.375000 Penalty: 4648.781738 Iteration 36Q: 3 clusters Score -1707484 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -1707484.500000 Penalty: 4648.781738 Iteration 37Q: 3 clusters Score -1707484 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -1707481.250000 Penalty: 4648.781738 Iteration 38Q: 3 clusters Score -1707481 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -1707487.750000 Penalty: 4648.781738 Iteration 39Q: 3 clusters Score -1707488 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 7729 members Entering Unmasked Estep Score: -1707484.125000 Penalty: 4648.781738 Iteration 40F: 3 clusters Score -1707484 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 7737 members Entering Unmasked Estep Score: -1707490.375000 Penalty: 4648.781738 Iteration 41Q: 3 clusters Score -1707490 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 7742 members Entering Unmasked Estep Score: -1707489.125000 Penalty: 4648.781738 Iteration 42Q: 3 clusters Score -1707489 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 7745 members Entering Unmasked Estep Score: -1707494.625000 Penalty: 4648.781738 Iteration 43Q: 3 clusters Score -1707495 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 7745 members Entering Unmasked Estep Score: -1707492.500000 Penalty: 4648.781738 Iteration 44Q: 3 clusters Score -1707492 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -1707491.250000 Penalty: 4648.781738 Iteration 45Q: 3 clusters Score -1707491 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -1707491.250000 Penalty: 4648.781738 Iteration 46F: 3 clusters Score -1707491 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (4724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Entering Unmasked Estep Score: -658104.937500 Penalty: 2098.181885 Iteration 0F: 2 clusters Score -658104.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -653818.500000 Penalty: 4196.363770 Iteration 0F: 3 clusters Score -653818.5 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -654975.562500 Penalty: 4196.363770 Iteration 1F: 3 clusters Score -654975.6 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -655333.812500 Penalty: 4196.363770 Iteration 2F: 3 clusters Score -655333.8 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -655620.000000 Penalty: 4196.363770 Iteration 3F: 3 clusters Score -655620 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -655881.375000 Penalty: 4196.363770 Iteration 4F: 3 clusters Score -655881.4 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -656088.875000 Penalty: 4196.363770 Iteration 5F: 3 clusters Score -656088.9 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -656243.125000 Penalty: 4196.363770 Iteration 6Q: 3 clusters Score -656243.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -656379.875000 Penalty: 4196.363770 Iteration 7Q: 3 clusters Score -656379.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -656510.750000 Penalty: 4196.363770 Iteration 8Q: 3 clusters Score -656510.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -656626.625000 Penalty: 4196.363770 Iteration 9Q: 3 clusters Score -656626.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -656725.875000 Penalty: 4196.363770 Iteration 10Q: 3 clusters Score -656725.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -656816.750000 Penalty: 4196.363770 Iteration 11Q: 3 clusters Score -656816.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -656898.000000 Penalty: 4196.363770 Iteration 12Q: 3 clusters Score -656898 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -656942.812500 Penalty: 4196.363770 Iteration 13Q: 3 clusters Score -656942.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -656976.312500 Penalty: 4196.363770 Iteration 14Q: 3 clusters Score -656976.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -657016.875000 Penalty: 4196.363770 Iteration 15Q: 3 clusters Score -657016.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -657064.250000 Penalty: 4196.363770 Iteration 16Q: 3 clusters Score -657064.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -657096.687500 Penalty: 4196.363770 Iteration 17Q: 3 clusters Score -657096.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -657115.437500 Penalty: 4196.363770 Iteration 18Q: 3 clusters Score -657115.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -657121.625000 Penalty: 4196.363770 Iteration 19Q: 3 clusters Score -657121.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -657125.687500 Penalty: 4196.363770 Iteration 20F: 3 clusters Score -657125.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -657129.062500 Penalty: 4196.363770 Iteration 21Q: 3 clusters Score -657129.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -657129.937500 Penalty: 4196.363770 Iteration 22Q: 3 clusters Score -657129.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -657130.125000 Penalty: 4196.363770 Iteration 23Q: 3 clusters Score -657130.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -657129.250000 Penalty: 4196.363770 Iteration 24Q: 3 clusters Score -657129.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -657129.250000 Penalty: 4196.363770 Iteration 25F: 3 clusters Score -657129.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Entering Unmasked Estep Score: -78967.226562 Penalty: 1558.927490 Iteration 0F: 2 clusters Score -78967.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -77437.390625 Penalty: 3117.854980 Iteration 0F: 3 clusters Score -77437.39 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -77651.632812 Penalty: 3117.854980 Iteration 1F: 3 clusters Score -77651.63 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -77720.296875 Penalty: 3117.854980 Iteration 2F: 3 clusters Score -77720.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -77762.437500 Penalty: 3117.854980 Iteration 3Q: 3 clusters Score -77762.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -77782.859375 Penalty: 3117.854980 Iteration 4Q: 3 clusters Score -77782.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -77809.054688 Penalty: 3117.854980 Iteration 5Q: 3 clusters Score -77809.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -77826.843750 Penalty: 3117.854980 Iteration 6Q: 3 clusters Score -77826.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -77843.109375 Penalty: 3117.854980 Iteration 7Q: 3 clusters Score -77843.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -77850.335938 Penalty: 3117.854980 Iteration 8Q: 3 clusters Score -77850.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -77854.335938 Penalty: 3117.854980 Iteration 9Q: 3 clusters Score -77854.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -77854.335938 Penalty: 3117.854980 Iteration 10F: 3 clusters Score -77854.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Entering Unmasked Estep Score: -142549.953125 Penalty: 1710.881226 Iteration 0F: 2 clusters Score -142550 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -140667.843750 Penalty: 3421.762451 Iteration 0F: 3 clusters Score -140667.8 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -141074.000000 Penalty: 3421.762451 Iteration 1F: 3 clusters Score -141074 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -141282.390625 Penalty: 3421.762451 Iteration 2F: 3 clusters Score -141282.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -141400.437500 Penalty: 3421.762451 Iteration 3Q: 3 clusters Score -141400.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -141488.578125 Penalty: 3421.762451 Iteration 4Q: 3 clusters Score -141488.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -141587.718750 Penalty: 3421.762451 Iteration 5Q: 3 clusters Score -141587.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -141733.281250 Penalty: 3421.762451 Iteration 6Q: 3 clusters Score -141733.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -141846.562500 Penalty: 3421.762451 Iteration 7Q: 3 clusters Score -141846.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -141971.828125 Penalty: 3421.762451 Iteration 8Q: 3 clusters Score -141971.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -142119.484375 Penalty: 3421.762451 Iteration 9Q: 3 clusters Score -142119.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -142318.578125 Penalty: 3421.762451 Iteration 10Q: 3 clusters Score -142318.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -142518.468750 Penalty: 3421.762451 Iteration 11Q: 3 clusters Score -142518.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -142703.515625 Penalty: 3421.762451 Iteration 12Q: 3 clusters Score -142703.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -143059.390625 Penalty: 3421.762451 Iteration 13Q: 3 clusters Score -143059.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -143553.843750 Penalty: 3421.762451 Iteration 14Q: 3 clusters Score -143553.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -143560.703125 Penalty: 3421.762451 Iteration 15Q: 3 clusters Score -143560.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -143560.703125 Penalty: 3421.762451 Iteration 16F: 3 clusters Score -143560.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83902 members Mstep: Class 2 contains 51547 members Mstep: Class 3 contains 10737 members Mstep: Class 4 contains 3741 members Mstep: Class 5 contains 30671 members Mstep: Class 6 contains 4100 members Mstep: Class 7 contains 22886 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10750 members Mstep: Class 10 contains 7404 members Mstep: Class 11 contains 5395 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7820 members Mstep: Class 15 contains 1784 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105391 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8561 members Mstep: Class 20 contains 2782 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4882 members Mstep: Class 24 contains 11761 members Mstep: Class 25 contains 4724 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 521 members Mstep: Class 28 contains 3607 members Mstep: Class 29 contains 6158 members Mstep: Class 30 contains 19455 members Mstep: Class 31 contains 9077 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16354 members Mstep: Class 34 contains 470 members Entering Unmasked Estep Score: -65623332.000000 Penalty: 109646.468750 Splitting cluster 27 changes total score from -65623840.000000 to -65623332.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 28 (3607 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Entering Unmasked Estep Score: -517131.625000 Penalty: 2031.276733 Iteration 0F: 2 clusters Score -517131.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -513504.468750 Penalty: 4062.553467 Iteration 0F: 3 clusters Score -513504.5 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -514394.250000 Penalty: 4062.553467 Iteration 1F: 3 clusters Score -514394.2 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -514649.031250 Penalty: 4062.553467 Iteration 2F: 3 clusters Score -514649 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -514817.562500 Penalty: 4062.553467 Iteration 3F: 3 clusters Score -514817.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -514971.500000 Penalty: 4062.553467 Iteration 4F: 3 clusters Score -514971.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -515094.750000 Penalty: 4062.553467 Iteration 5Q: 3 clusters Score -515094.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -515219.812500 Penalty: 4062.553467 Iteration 6Q: 3 clusters Score -515219.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -515342.000000 Penalty: 4062.553467 Iteration 7Q: 3 clusters Score -515342 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -515449.125000 Penalty: 4062.553467 Iteration 8Q: 3 clusters Score -515449.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -515535.875000 Penalty: 4062.553467 Iteration 9Q: 3 clusters Score -515535.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -515612.312500 Penalty: 4062.553467 Iteration 10Q: 3 clusters Score -515612.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -515681.000000 Penalty: 4062.553467 Iteration 11Q: 3 clusters Score -515681 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -515740.687500 Penalty: 4062.553467 Iteration 12Q: 3 clusters Score -515740.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -515802.781250 Penalty: 4062.553467 Iteration 13Q: 3 clusters Score -515802.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -515851.156250 Penalty: 4062.553467 Iteration 14Q: 3 clusters Score -515851.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -515887.125000 Penalty: 4062.553467 Iteration 15Q: 3 clusters Score -515887.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -515905.218750 Penalty: 4062.553467 Iteration 16Q: 3 clusters Score -515905.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -515924.781250 Penalty: 4062.553467 Iteration 17Q: 3 clusters Score -515924.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -515942.718750 Penalty: 4062.553467 Iteration 18Q: 3 clusters Score -515942.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -515958.187500 Penalty: 4062.553467 Iteration 19Q: 3 clusters Score -515958.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -515968.218750 Penalty: 4062.553467 Iteration 20F: 3 clusters Score -515968.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -515975.687500 Penalty: 4062.553467 Iteration 21Q: 3 clusters Score -515975.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -515981.000000 Penalty: 4062.553467 Iteration 22Q: 3 clusters Score -515981 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -515986.375000 Penalty: 4062.553467 Iteration 23Q: 3 clusters Score -515986.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -515995.843750 Penalty: 4062.553467 Iteration 24Q: 3 clusters Score -515995.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -516002.906250 Penalty: 4062.553467 Iteration 25Q: 3 clusters Score -516002.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -516010.218750 Penalty: 4062.553467 Iteration 26Q: 3 clusters Score -516010.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -516015.625000 Penalty: 4062.553467 Iteration 27Q: 3 clusters Score -516015.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -516017.875000 Penalty: 4062.553467 Iteration 28Q: 3 clusters Score -516017.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -516020.031250 Penalty: 4062.553467 Iteration 29Q: 3 clusters Score -516020 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -516020.968750 Penalty: 4062.553467 Iteration 30Q: 3 clusters Score -516021 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -516021.031250 Penalty: 4062.553467 Iteration 31Q: 3 clusters Score -516021 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -516022.062500 Penalty: 4062.553467 Iteration 32Q: 3 clusters Score -516022.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -516022.562500 Penalty: 4062.553467 Iteration 33Q: 3 clusters Score -516022.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -516023.406250 Penalty: 4062.553467 Iteration 34Q: 3 clusters Score -516023.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -516023.406250 Penalty: 4062.553467 Iteration 35F: 3 clusters Score -516023.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (6158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Entering Unmasked Estep Score: -942824.250000 Penalty: 2163.926025 Iteration 0F: 2 clusters Score -942824.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -937617.000000 Penalty: 4327.852051 Iteration 0F: 3 clusters Score -937617 nChanged 2444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -939037.312500 Penalty: 4327.852051 Iteration 1F: 3 clusters Score -939037.3 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -939306.812500 Penalty: 4327.852051 Iteration 2F: 3 clusters Score -939306.8 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -939503.500000 Penalty: 4327.852051 Iteration 3F: 3 clusters Score -939503.5 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -939656.625000 Penalty: 4327.852051 Iteration 4Q: 3 clusters Score -939656.6 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -939780.250000 Penalty: 4327.852051 Iteration 5Q: 3 clusters Score -939780.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -939916.000000 Penalty: 4327.852051 Iteration 6Q: 3 clusters Score -939916 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -940032.687500 Penalty: 4327.852051 Iteration 7Q: 3 clusters Score -940032.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -940128.437500 Penalty: 4327.852051 Iteration 8Q: 3 clusters Score -940128.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -940214.000000 Penalty: 4327.852051 Iteration 9Q: 3 clusters Score -940214 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -940289.625000 Penalty: 4327.852051 Iteration 10Q: 3 clusters Score -940289.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -940348.000000 Penalty: 4327.852051 Iteration 11Q: 3 clusters Score -940348 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -940398.125000 Penalty: 4327.852051 Iteration 12Q: 3 clusters Score -940398.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -940442.750000 Penalty: 4327.852051 Iteration 13Q: 3 clusters Score -940442.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -940483.625000 Penalty: 4327.852051 Iteration 14Q: 3 clusters Score -940483.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -940524.062500 Penalty: 4327.852051 Iteration 15Q: 3 clusters Score -940524.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -940561.812500 Penalty: 4327.852051 Iteration 16Q: 3 clusters Score -940561.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -940607.562500 Penalty: 4327.852051 Iteration 17Q: 3 clusters Score -940607.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -940641.875000 Penalty: 4327.852051 Iteration 18Q: 3 clusters Score -940641.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -940673.375000 Penalty: 4327.852051 Iteration 19Q: 3 clusters Score -940673.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -940697.312500 Penalty: 4327.852051 Iteration 20F: 3 clusters Score -940697.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -940718.750000 Penalty: 4327.852051 Iteration 21Q: 3 clusters Score -940718.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -940739.687500 Penalty: 4327.852051 Iteration 22Q: 3 clusters Score -940739.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -940757.875000 Penalty: 4327.852051 Iteration 23Q: 3 clusters Score -940757.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -940767.250000 Penalty: 4327.852051 Iteration 24Q: 3 clusters Score -940767.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -940780.437500 Penalty: 4327.852051 Iteration 25Q: 3 clusters Score -940780.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -940792.562500 Penalty: 4327.852051 Iteration 26Q: 3 clusters Score -940792.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -940802.375000 Penalty: 4327.852051 Iteration 27Q: 3 clusters Score -940802.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -940812.937500 Penalty: 4327.852051 Iteration 28Q: 3 clusters Score -940812.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -940820.812500 Penalty: 4327.852051 Iteration 29Q: 3 clusters Score -940820.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -940825.250000 Penalty: 4327.852051 Iteration 30Q: 3 clusters Score -940825.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -940829.375000 Penalty: 4327.852051 Iteration 31Q: 3 clusters Score -940829.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -940836.437500 Penalty: 4327.852051 Iteration 32Q: 3 clusters Score -940836.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -940840.062500 Penalty: 4327.852051 Iteration 33Q: 3 clusters Score -940840.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -940843.062500 Penalty: 4327.852051 Iteration 34Q: 3 clusters Score -940843.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -940845.187500 Penalty: 4327.852051 Iteration 35Q: 3 clusters Score -940845.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -940847.562500 Penalty: 4327.852051 Iteration 36Q: 3 clusters Score -940847.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -940851.187500 Penalty: 4327.852051 Iteration 37Q: 3 clusters Score -940851.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -940854.000000 Penalty: 4327.852051 Iteration 38Q: 3 clusters Score -940854 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -940857.375000 Penalty: 4327.852051 Iteration 39Q: 3 clusters Score -940857.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -940859.500000 Penalty: 4327.852051 Iteration 40F: 3 clusters Score -940859.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -940862.187500 Penalty: 4327.852051 Iteration 41Q: 3 clusters Score -940862.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5070 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -940862.250000 Penalty: 4327.852051 Iteration 42Q: 3 clusters Score -940862.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -940861.187500 Penalty: 4327.852051 Iteration 43Q: 3 clusters Score -940861.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -940864.125000 Penalty: 4327.852051 Iteration 44Q: 3 clusters Score -940864.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -940864.000000 Penalty: 4327.852051 Iteration 45Q: 3 clusters Score -940864 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -940864.687500 Penalty: 4327.852051 Iteration 46Q: 3 clusters Score -940864.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -940863.812500 Penalty: 4327.852051 Iteration 47Q: 3 clusters Score -940863.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -940864.625000 Penalty: 4327.852051 Iteration 48Q: 3 clusters Score -940864.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -940865.437500 Penalty: 4327.852051 Iteration 49Q: 3 clusters Score -940865.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -940865.375000 Penalty: 4327.852051 Iteration 50Q: 3 clusters Score -940865.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -940865.500000 Penalty: 4327.852051 Iteration 51Q: 3 clusters Score -940865.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -940865.312500 Penalty: 4327.852051 Iteration 52Q: 3 clusters Score -940865.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -940865.312500 Penalty: 4327.852051 Iteration 53F: 3 clusters Score -940865.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (19455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19455 members Entering Unmasked Estep Score: -3027066.750000 Penalty: 2449.213135 Iteration 0F: 2 clusters Score -3027067 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9718 members Mstep: Class 2 contains 9737 members Entering Unmasked Estep Score: -3013345.750000 Penalty: 4898.426270 Iteration 0F: 3 clusters Score -3013346 nChanged 8504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9660 members Mstep: Class 2 contains 9795 members Entering Unmasked Estep Score: -3017811.750000 Penalty: 4898.426270 Iteration 1F: 3 clusters Score -3017812 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9617 members Mstep: Class 2 contains 9838 members Entering Unmasked Estep Score: -3018093.000000 Penalty: 4898.426270 Iteration 2Q: 3 clusters Score -3018093 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9535 members Mstep: Class 2 contains 9920 members Entering Unmasked Estep Score: -3018322.500000 Penalty: 4898.426270 Iteration 3Q: 3 clusters Score -3018322 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9460 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -3018524.500000 Penalty: 4898.426270 Iteration 4Q: 3 clusters Score -3018524 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 10098 members Entering Unmasked Estep Score: -3018719.750000 Penalty: 4898.426270 Iteration 5Q: 3 clusters Score -3018720 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9256 members Mstep: Class 2 contains 10199 members Entering Unmasked Estep Score: -3018885.250000 Penalty: 4898.426270 Iteration 6Q: 3 clusters Score -3018885 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9111 members Mstep: Class 2 contains 10344 members Entering Unmasked Estep Score: -3019016.750000 Penalty: 4898.426270 Iteration 7Q: 3 clusters Score -3019017 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8910 members Mstep: Class 2 contains 10545 members Entering Unmasked Estep Score: -3019186.000000 Penalty: 4898.426270 Iteration 8Q: 3 clusters Score -3019186 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8687 members Mstep: Class 2 contains 10768 members Entering Unmasked Estep Score: -3019352.500000 Penalty: 4898.426270 Iteration 9Q: 3 clusters Score -3019352 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8379 members Mstep: Class 2 contains 11076 members Entering Unmasked Estep Score: -3019569.500000 Penalty: 4898.426270 Iteration 10Q: 3 clusters Score -3019570 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8026 members Mstep: Class 2 contains 11429 members Entering Unmasked Estep Score: -3019794.750000 Penalty: 4898.426270 Iteration 11Q: 3 clusters Score -3019795 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 11848 members Entering Unmasked Estep Score: -3020122.750000 Penalty: 4898.426270 Iteration 12Q: 3 clusters Score -3020123 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 12318 members Entering Unmasked Estep Score: -3020521.250000 Penalty: 4898.426270 Iteration 13Q: 3 clusters Score -3020521 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 12839 members Entering Unmasked Estep Score: -3021013.500000 Penalty: 4898.426270 Iteration 14Q: 3 clusters Score -3021014 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6043 members Mstep: Class 2 contains 13412 members Entering Unmasked Estep Score: -3021601.500000 Penalty: 4898.426270 Iteration 15Q: 3 clusters Score -3021602 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 13970 members Entering Unmasked Estep Score: -3022133.750000 Penalty: 4898.426270 Iteration 16Q: 3 clusters Score -3022134 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 14435 members Entering Unmasked Estep Score: -3022564.250000 Penalty: 4898.426270 Iteration 17Q: 3 clusters Score -3022564 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 14868 members Entering Unmasked Estep Score: -3022927.750000 Penalty: 4898.426270 Iteration 18Q: 3 clusters Score -3022928 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 15206 members Entering Unmasked Estep Score: -3023198.250000 Penalty: 4898.426270 Iteration 19Q: 3 clusters Score -3023198 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 15500 members Entering Unmasked Estep Score: -3023393.500000 Penalty: 4898.426270 Iteration 20F: 3 clusters Score -3023394 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 15727 members Entering Unmasked Estep Score: -3023532.000000 Penalty: 4898.426270 Iteration 21Q: 3 clusters Score -3023532 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 15921 members Entering Unmasked Estep Score: -3023634.250000 Penalty: 4898.426270 Iteration 22Q: 3 clusters Score -3023634 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 16089 members Entering Unmasked Estep Score: -3023715.250000 Penalty: 4898.426270 Iteration 23Q: 3 clusters Score -3023715 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 16247 members Entering Unmasked Estep Score: -3023775.250000 Penalty: 4898.426270 Iteration 24Q: 3 clusters Score -3023775 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 16385 members Entering Unmasked Estep Score: -3023830.250000 Penalty: 4898.426270 Iteration 25Q: 3 clusters Score -3023830 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 16526 members Entering Unmasked Estep Score: -3023891.000000 Penalty: 4898.426270 Iteration 26Q: 3 clusters Score -3023891 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 16696 members Entering Unmasked Estep Score: -3023957.250000 Penalty: 4898.426270 Iteration 27Q: 3 clusters Score -3023957 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 16852 members Entering Unmasked Estep Score: -3024028.000000 Penalty: 4898.426270 Iteration 28Q: 3 clusters Score -3024028 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 17007 members Entering Unmasked Estep Score: -3024101.500000 Penalty: 4898.426270 Iteration 29Q: 3 clusters Score -3024102 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 17151 members Entering Unmasked Estep Score: -3024158.000000 Penalty: 4898.426270 Iteration 30Q: 3 clusters Score -3024158 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 17275 members Entering Unmasked Estep Score: -3024205.000000 Penalty: 4898.426270 Iteration 31Q: 3 clusters Score -3024205 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 17397 members Entering Unmasked Estep Score: -3024265.250000 Penalty: 4898.426270 Iteration 32Q: 3 clusters Score -3024265 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 17517 members Entering Unmasked Estep Score: -3024311.750000 Penalty: 4898.426270 Iteration 33Q: 3 clusters Score -3024312 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 17625 members Entering Unmasked Estep Score: -3024351.500000 Penalty: 4898.426270 Iteration 34Q: 3 clusters Score -3024352 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 17718 members Entering Unmasked Estep Score: -3024392.000000 Penalty: 4898.426270 Iteration 35Q: 3 clusters Score -3024392 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 17796 members Entering Unmasked Estep Score: -3024429.250000 Penalty: 4898.426270 Iteration 36Q: 3 clusters Score -3024429 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 17873 members Entering Unmasked Estep Score: -3024461.000000 Penalty: 4898.426270 Iteration 37Q: 3 clusters Score -3024461 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 17948 members Entering Unmasked Estep Score: -3024498.000000 Penalty: 4898.426270 Iteration 38Q: 3 clusters Score -3024498 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 18024 members Entering Unmasked Estep Score: -3024537.500000 Penalty: 4898.426270 Iteration 39Q: 3 clusters Score -3024538 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 18092 members Entering Unmasked Estep Score: -3024565.500000 Penalty: 4898.426270 Iteration 40F: 3 clusters Score -3024566 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 18146 members Entering Unmasked Estep Score: -3024593.000000 Penalty: 4898.426270 Iteration 41Q: 3 clusters Score -3024593 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 18202 members Entering Unmasked Estep Score: -3024617.000000 Penalty: 4898.426270 Iteration 42Q: 3 clusters Score -3024617 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 18263 members Entering Unmasked Estep Score: -3024645.500000 Penalty: 4898.426270 Iteration 43Q: 3 clusters Score -3024646 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 18328 members Entering Unmasked Estep Score: -3024688.750000 Penalty: 4898.426270 Iteration 44Q: 3 clusters Score -3024689 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 18375 members Entering Unmasked Estep Score: -3024719.000000 Penalty: 4898.426270 Iteration 45Q: 3 clusters Score -3024719 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 18417 members Entering Unmasked Estep Score: -3024739.500000 Penalty: 4898.426270 Iteration 46Q: 3 clusters Score -3024740 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 18449 members Entering Unmasked Estep Score: -3024755.750000 Penalty: 4898.426270 Iteration 47Q: 3 clusters Score -3024756 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 18476 members Entering Unmasked Estep Score: -3024768.250000 Penalty: 4898.426270 Iteration 48Q: 3 clusters Score -3024768 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 18508 members Entering Unmasked Estep Score: -3024782.750000 Penalty: 4898.426270 Iteration 49Q: 3 clusters Score -3024783 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 18533 members Entering Unmasked Estep Score: -3024797.500000 Penalty: 4898.426270 Iteration 50Q: 3 clusters Score -3024798 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 18554 members Entering Unmasked Estep Score: -3024807.500000 Penalty: 4898.426270 Iteration 51Q: 3 clusters Score -3024808 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 18579 members Entering Unmasked Estep Score: -3024820.000000 Penalty: 4898.426270 Iteration 52Q: 3 clusters Score -3024820 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 18595 members Entering Unmasked Estep Score: -3024832.750000 Penalty: 4898.426270 Iteration 53Q: 3 clusters Score -3024833 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 18611 members Entering Unmasked Estep Score: -3024844.750000 Penalty: 4898.426270 Iteration 54Q: 3 clusters Score -3024845 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 18619 members Entering Unmasked Estep Score: -3024851.750000 Penalty: 4898.426270 Iteration 55Q: 3 clusters Score -3024852 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 18625 members Entering Unmasked Estep Score: -3024853.000000 Penalty: 4898.426270 Iteration 56Q: 3 clusters Score -3024853 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 18636 members Entering Unmasked Estep Score: -3024854.750000 Penalty: 4898.426270 Iteration 57Q: 3 clusters Score -3024855 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 18644 members Entering Unmasked Estep Score: -3024863.750000 Penalty: 4898.426270 Iteration 58Q: 3 clusters Score -3024864 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 18652 members Entering Unmasked Estep Score: -3024865.250000 Penalty: 4898.426270 Iteration 59Q: 3 clusters Score -3024865 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 18655 members Entering Unmasked Estep Score: -3024867.000000 Penalty: 4898.426270 Iteration 60F: 3 clusters Score -3024867 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 18660 members Entering Unmasked Estep Score: -3024868.500000 Penalty: 4898.426270 Iteration 61Q: 3 clusters Score -3024868 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 18666 members Entering Unmasked Estep Score: -3024874.250000 Penalty: 4898.426270 Iteration 62Q: 3 clusters Score -3024874 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 18674 members Entering Unmasked Estep Score: -3024877.750000 Penalty: 4898.426270 Iteration 63Q: 3 clusters Score -3024878 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 18684 members Entering Unmasked Estep Score: -3024884.500000 Penalty: 4898.426270 Iteration 64Q: 3 clusters Score -3024884 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 18697 members Entering Unmasked Estep Score: -3024896.250000 Penalty: 4898.426270 Iteration 65Q: 3 clusters Score -3024896 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 18705 members Entering Unmasked Estep Score: -3024899.000000 Penalty: 4898.426270 Iteration 66Q: 3 clusters Score -3024899 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 18718 members Entering Unmasked Estep Score: -3024905.000000 Penalty: 4898.426270 Iteration 67Q: 3 clusters Score -3024905 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 18724 members Entering Unmasked Estep Score: -3024911.500000 Penalty: 4898.426270 Iteration 68Q: 3 clusters Score -3024912 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 18731 members Entering Unmasked Estep Score: -3024916.500000 Penalty: 4898.426270 Iteration 69Q: 3 clusters Score -3024916 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 18736 members Entering Unmasked Estep Score: -3024920.500000 Penalty: 4898.426270 Iteration 70Q: 3 clusters Score -3024920 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 18740 members Entering Unmasked Estep Score: -3024927.250000 Penalty: 4898.426270 Iteration 71Q: 3 clusters Score -3024927 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 18745 members Entering Unmasked Estep Score: -3024929.250000 Penalty: 4898.426270 Iteration 72Q: 3 clusters Score -3024929 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 18745 members Entering Unmasked Estep Score: -3024928.750000 Penalty: 4898.426270 Iteration 73Q: 3 clusters Score -3024929 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 18745 members Entering Unmasked Estep Score: -3024930.750000 Penalty: 4898.426270 Iteration 74Q: 3 clusters Score -3024931 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 18745 members Entering Unmasked Estep Score: -3024930.750000 Penalty: 4898.426270 Iteration 75F: 3 clusters Score -3024931 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (9077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9077 members Entering Unmasked Estep Score: -1417920.250000 Penalty: 2260.147705 Iteration 0F: 2 clusters Score -1417920 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -1410786.875000 Penalty: 4520.295410 Iteration 0F: 3 clusters Score -1410787 nChanged 3760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -1412702.125000 Penalty: 4520.295410 Iteration 1F: 3 clusters Score -1412702 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -1412967.000000 Penalty: 4520.295410 Iteration 2F: 3 clusters Score -1412967 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -1413124.875000 Penalty: 4520.295410 Iteration 3Q: 3 clusters Score -1413125 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -1413222.250000 Penalty: 4520.295410 Iteration 4Q: 3 clusters Score -1413222 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -1413299.500000 Penalty: 4520.295410 Iteration 5Q: 3 clusters Score -1413300 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -1413350.375000 Penalty: 4520.295410 Iteration 6Q: 3 clusters Score -1413350 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -1413404.625000 Penalty: 4520.295410 Iteration 7Q: 3 clusters Score -1413405 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -1413455.000000 Penalty: 4520.295410 Iteration 8Q: 3 clusters Score -1413455 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -1413519.125000 Penalty: 4520.295410 Iteration 9Q: 3 clusters Score -1413519 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -1413569.750000 Penalty: 4520.295410 Iteration 10Q: 3 clusters Score -1413570 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -1413623.500000 Penalty: 4520.295410 Iteration 11Q: 3 clusters Score -1413624 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -1413678.125000 Penalty: 4520.295410 Iteration 12Q: 3 clusters Score -1413678 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -1413723.625000 Penalty: 4520.295410 Iteration 13Q: 3 clusters Score -1413724 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -1413776.125000 Penalty: 4520.295410 Iteration 14Q: 3 clusters Score -1413776 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -1413826.750000 Penalty: 4520.295410 Iteration 15Q: 3 clusters Score -1413827 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -1413879.625000 Penalty: 4520.295410 Iteration 16Q: 3 clusters Score -1413880 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -1413957.625000 Penalty: 4520.295410 Iteration 17Q: 3 clusters Score -1413958 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -1414069.375000 Penalty: 4520.295410 Iteration 18Q: 3 clusters Score -1414069 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -1414233.125000 Penalty: 4520.295410 Iteration 19Q: 3 clusters Score -1414233 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -1414441.875000 Penalty: 4520.295410 Iteration 20F: 3 clusters Score -1414442 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 5196 members Entering Unmasked Estep Score: -1414766.375000 Penalty: 4520.295410 Iteration 21Q: 3 clusters Score -1414766 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -1415305.750000 Penalty: 4520.295410 Iteration 22Q: 3 clusters Score -1415306 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -1416059.500000 Penalty: 4520.295410 Iteration 23F: 3 clusters Score -1416060 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -1416599.000000 Penalty: 4520.295410 Iteration 24F: 3 clusters Score -1416599 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -1416893.000000 Penalty: 4520.295410 Iteration 25Q: 3 clusters Score -1416893 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -1417118.500000 Penalty: 4520.295410 Iteration 26Q: 3 clusters Score -1417118 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -1417289.625000 Penalty: 4520.295410 Iteration 27Q: 3 clusters Score -1417290 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -1417404.625000 Penalty: 4520.295410 Iteration 28Q: 3 clusters Score -1417405 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1417500.375000 Penalty: 4520.295410 Iteration 29Q: 3 clusters Score -1417500 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -1417563.625000 Penalty: 4520.295410 Iteration 30Q: 3 clusters Score -1417564 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -1417605.625000 Penalty: 4520.295410 Iteration 31Q: 3 clusters Score -1417606 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -1417630.000000 Penalty: 4520.295410 Iteration 32Q: 3 clusters Score -1417630 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -1417647.500000 Penalty: 4520.295410 Iteration 33Q: 3 clusters Score -1417648 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -1417661.750000 Penalty: 4520.295410 Iteration 34Q: 3 clusters Score -1417662 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -1417663.500000 Penalty: 4520.295410 Iteration 35Q: 3 clusters Score -1417664 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -1417667.375000 Penalty: 4520.295410 Iteration 36Q: 3 clusters Score -1417667 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -1417670.000000 Penalty: 4520.295410 Iteration 37Q: 3 clusters Score -1417670 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -1417678.125000 Penalty: 4520.295410 Iteration 38Q: 3 clusters Score -1417678 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -1417676.375000 Penalty: 4520.295410 Iteration 39Q: 3 clusters Score -1417676 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -1417680.000000 Penalty: 4520.295410 Iteration 40F: 3 clusters Score -1417680 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1417683.375000 Penalty: 4520.295410 Iteration 41Q: 3 clusters Score -1417683 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -1417690.500000 Penalty: 4520.295410 Iteration 42Q: 3 clusters Score -1417690 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -1417691.750000 Penalty: 4520.295410 Iteration 43Q: 3 clusters Score -1417692 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -1417698.750000 Penalty: 4520.295410 Iteration 44Q: 3 clusters Score -1417699 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -1417697.125000 Penalty: 4520.295410 Iteration 45Q: 3 clusters Score -1417697 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -1417700.875000 Penalty: 4520.295410 Iteration 46Q: 3 clusters Score -1417701 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -1417702.125000 Penalty: 4520.295410 Iteration 47Q: 3 clusters Score -1417702 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -1417703.750000 Penalty: 4520.295410 Iteration 48Q: 3 clusters Score -1417704 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -1417707.625000 Penalty: 4520.295410 Iteration 49Q: 3 clusters Score -1417708 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1417706.375000 Penalty: 4520.295410 Iteration 50Q: 3 clusters Score -1417706 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -1417708.750000 Penalty: 4520.295410 Iteration 51Q: 3 clusters Score -1417709 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -1417709.625000 Penalty: 4520.295410 Iteration 52Q: 3 clusters Score -1417710 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -1417708.000000 Penalty: 4520.295410 Iteration 53Q: 3 clusters Score -1417708 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -1417708.875000 Penalty: 4520.295410 Iteration 54Q: 3 clusters Score -1417709 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -1417712.125000 Penalty: 4520.295410 Iteration 55Q: 3 clusters Score -1417712 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -1417711.625000 Penalty: 4520.295410 Iteration 56Q: 3 clusters Score -1417712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -1417713.750000 Penalty: 4520.295410 Iteration 57Q: 3 clusters Score -1417714 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -1417713.750000 Penalty: 4520.295410 Iteration 58F: 3 clusters Score -1417714 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Entering Unmasked Estep Score: -223464.062500 Penalty: 1826.250610 Iteration 0F: 2 clusters Score -223464.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -221199.984375 Penalty: 3652.501221 Iteration 0F: 3 clusters Score -221200 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -221763.046875 Penalty: 3652.501221 Iteration 1F: 3 clusters Score -221763 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -221955.546875 Penalty: 3652.501221 Iteration 2F: 3 clusters Score -221955.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -222039.812500 Penalty: 3652.501221 Iteration 3Q: 3 clusters Score -222039.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -222091.859375 Penalty: 3652.501221 Iteration 4Q: 3 clusters Score -222091.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -222128.265625 Penalty: 3652.501221 Iteration 5Q: 3 clusters Score -222128.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -222159.812500 Penalty: 3652.501221 Iteration 6Q: 3 clusters Score -222159.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -222181.734375 Penalty: 3652.501221 Iteration 7Q: 3 clusters Score -222181.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -222198.812500 Penalty: 3652.501221 Iteration 8Q: 3 clusters Score -222198.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -222225.484375 Penalty: 3652.501221 Iteration 9Q: 3 clusters Score -222225.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -222246.687500 Penalty: 3652.501221 Iteration 10Q: 3 clusters Score -222246.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -222267.406250 Penalty: 3652.501221 Iteration 11Q: 3 clusters Score -222267.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -222297.125000 Penalty: 3652.501221 Iteration 12Q: 3 clusters Score -222297.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -222321.015625 Penalty: 3652.501221 Iteration 13Q: 3 clusters Score -222321 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -222351.125000 Penalty: 3652.501221 Iteration 14Q: 3 clusters Score -222351.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -222396.437500 Penalty: 3652.501221 Iteration 15Q: 3 clusters Score -222396.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -222456.687500 Penalty: 3652.501221 Iteration 16Q: 3 clusters Score -222456.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -222520.656250 Penalty: 3652.501221 Iteration 17Q: 3 clusters Score -222520.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -222579.031250 Penalty: 3652.501221 Iteration 18Q: 3 clusters Score -222579 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -222626.015625 Penalty: 3652.501221 Iteration 19Q: 3 clusters Score -222626 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -222658.671875 Penalty: 3652.501221 Iteration 20F: 3 clusters Score -222658.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -222701.515625 Penalty: 3652.501221 Iteration 21Q: 3 clusters Score -222701.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -222766.546875 Penalty: 3652.501221 Iteration 22Q: 3 clusters Score -222766.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -222848.125000 Penalty: 3652.501221 Iteration 23Q: 3 clusters Score -222848.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -222920.437500 Penalty: 3652.501221 Iteration 24Q: 3 clusters Score -222920.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -222965.140625 Penalty: 3652.501221 Iteration 25Q: 3 clusters Score -222965.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -222985.171875 Penalty: 3652.501221 Iteration 26Q: 3 clusters Score -222985.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -222999.421875 Penalty: 3652.501221 Iteration 27Q: 3 clusters Score -222999.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -223012.593750 Penalty: 3652.501221 Iteration 28Q: 3 clusters Score -223012.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -223020.734375 Penalty: 3652.501221 Iteration 29Q: 3 clusters Score -223020.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -223028.656250 Penalty: 3652.501221 Iteration 30Q: 3 clusters Score -223028.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -223035.468750 Penalty: 3652.501221 Iteration 31Q: 3 clusters Score -223035.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -223041.515625 Penalty: 3652.501221 Iteration 32Q: 3 clusters Score -223041.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -223042.453125 Penalty: 3652.501221 Iteration 33Q: 3 clusters Score -223042.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -223043.171875 Penalty: 3652.501221 Iteration 34Q: 3 clusters Score -223043.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -223043.171875 Penalty: 3652.501221 Iteration 35F: 3 clusters Score -223043.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (16354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16354 members Entering Unmasked Estep Score: -2408681.000000 Penalty: 2406.152344 Iteration 0F: 2 clusters Score -2408681 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8187 members Mstep: Class 2 contains 8167 members Entering Unmasked Estep Score: -2396915.250000 Penalty: 4812.304688 Iteration 0F: 3 clusters Score -2396915 nChanged 7118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 8045 members Entering Unmasked Estep Score: -2400798.750000 Penalty: 4812.304688 Iteration 1F: 3 clusters Score -2400799 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8399 members Mstep: Class 2 contains 7955 members Entering Unmasked Estep Score: -2401363.250000 Penalty: 4812.304688 Iteration 2F: 3 clusters Score -2401363 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8524 members Mstep: Class 2 contains 7830 members Entering Unmasked Estep Score: -2401826.250000 Penalty: 4812.304688 Iteration 3F: 3 clusters Score -2401826 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 7666 members Entering Unmasked Estep Score: -2402219.750000 Penalty: 4812.304688 Iteration 4F: 3 clusters Score -2402220 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8882 members Mstep: Class 2 contains 7472 members Entering Unmasked Estep Score: -2402528.750000 Penalty: 4812.304688 Iteration 5Q: 3 clusters Score -2402529 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9092 members Mstep: Class 2 contains 7262 members Entering Unmasked Estep Score: -2402787.750000 Penalty: 4812.304688 Iteration 6Q: 3 clusters Score -2402788 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9330 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -2403018.500000 Penalty: 4812.304688 Iteration 7Q: 3 clusters Score -2403018 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9583 members Mstep: Class 2 contains 6771 members Entering Unmasked Estep Score: -2403219.500000 Penalty: 4812.304688 Iteration 8Q: 3 clusters Score -2403220 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9883 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -2403413.000000 Penalty: 4812.304688 Iteration 9Q: 3 clusters Score -2403413 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10208 members Mstep: Class 2 contains 6146 members Entering Unmasked Estep Score: -2403585.750000 Penalty: 4812.304688 Iteration 10Q: 3 clusters Score -2403586 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10551 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -2403762.000000 Penalty: 4812.304688 Iteration 11Q: 3 clusters Score -2403762 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10896 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -2403915.250000 Penalty: 4812.304688 Iteration 12Q: 3 clusters Score -2403915 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11287 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -2404077.000000 Penalty: 4812.304688 Iteration 13Q: 3 clusters Score -2404077 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11690 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -2404258.750000 Penalty: 4812.304688 Iteration 14Q: 3 clusters Score -2404259 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12138 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -2404479.500000 Penalty: 4812.304688 Iteration 15Q: 3 clusters Score -2404480 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12657 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -2404767.000000 Penalty: 4812.304688 Iteration 16Q: 3 clusters Score -2404767 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13139 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -2405031.000000 Penalty: 4812.304688 Iteration 17Q: 3 clusters Score -2405031 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13599 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -2405300.500000 Penalty: 4812.304688 Iteration 18Q: 3 clusters Score -2405300 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14022 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -2405533.750000 Penalty: 4812.304688 Iteration 19Q: 3 clusters Score -2405534 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14370 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -2405743.750000 Penalty: 4812.304688 Iteration 20F: 3 clusters Score -2405744 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14667 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -2405908.250000 Penalty: 4812.304688 Iteration 21Q: 3 clusters Score -2405908 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14920 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -2406077.750000 Penalty: 4812.304688 Iteration 22Q: 3 clusters Score -2406078 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15134 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -2406227.250000 Penalty: 4812.304688 Iteration 23Q: 3 clusters Score -2406227 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15297 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -2406333.500000 Penalty: 4812.304688 Iteration 24Q: 3 clusters Score -2406334 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15435 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -2406437.250000 Penalty: 4812.304688 Iteration 25Q: 3 clusters Score -2406437 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15528 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -2406488.000000 Penalty: 4812.304688 Iteration 26Q: 3 clusters Score -2406488 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15603 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -2406547.750000 Penalty: 4812.304688 Iteration 27Q: 3 clusters Score -2406548 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15663 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -2406587.250000 Penalty: 4812.304688 Iteration 28Q: 3 clusters Score -2406587 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15714 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -2406626.250000 Penalty: 4812.304688 Iteration 29Q: 3 clusters Score -2406626 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15738 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -2406643.250000 Penalty: 4812.304688 Iteration 30Q: 3 clusters Score -2406643 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15757 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -2406662.000000 Penalty: 4812.304688 Iteration 31Q: 3 clusters Score -2406662 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15779 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -2406671.750000 Penalty: 4812.304688 Iteration 32Q: 3 clusters Score -2406672 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15797 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -2406683.000000 Penalty: 4812.304688 Iteration 33Q: 3 clusters Score -2406683 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15809 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -2406691.250000 Penalty: 4812.304688 Iteration 34Q: 3 clusters Score -2406691 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15818 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -2406697.500000 Penalty: 4812.304688 Iteration 35Q: 3 clusters Score -2406698 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15823 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -2406705.750000 Penalty: 4812.304688 Iteration 36Q: 3 clusters Score -2406706 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15825 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -2406705.500000 Penalty: 4812.304688 Iteration 37Q: 3 clusters Score -2406706 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15831 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -2406705.500000 Penalty: 4812.304688 Iteration 38Q: 3 clusters Score -2406706 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15835 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -2406714.750000 Penalty: 4812.304688 Iteration 39Q: 3 clusters Score -2406715 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15840 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -2406716.750000 Penalty: 4812.304688 Iteration 40F: 3 clusters Score -2406717 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15846 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -2406719.500000 Penalty: 4812.304688 Iteration 41Q: 3 clusters Score -2406720 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15851 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -2406728.000000 Penalty: 4812.304688 Iteration 42Q: 3 clusters Score -2406728 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15856 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -2406729.500000 Penalty: 4812.304688 Iteration 43Q: 3 clusters Score -2406730 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15860 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -2406736.000000 Penalty: 4812.304688 Iteration 44Q: 3 clusters Score -2406736 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15863 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -2406735.000000 Penalty: 4812.304688 Iteration 45Q: 3 clusters Score -2406735 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15866 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -2406738.250000 Penalty: 4812.304688 Iteration 46Q: 3 clusters Score -2406738 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15871 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -2406742.500000 Penalty: 4812.304688 Iteration 47Q: 3 clusters Score -2406742 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15874 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -2406744.000000 Penalty: 4812.304688 Iteration 48Q: 3 clusters Score -2406744 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15877 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -2406745.500000 Penalty: 4812.304688 Iteration 49Q: 3 clusters Score -2406746 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15878 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -2406744.000000 Penalty: 4812.304688 Iteration 50Q: 3 clusters Score -2406744 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15878 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -2406744.000000 Penalty: 4812.304688 Iteration 51F: 3 clusters Score -2406744 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83902 members Mstep: Class 2 contains 51547 members Mstep: Class 3 contains 10737 members Mstep: Class 4 contains 3741 members Mstep: Class 5 contains 30671 members Mstep: Class 6 contains 4100 members Mstep: Class 7 contains 22886 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10750 members Mstep: Class 10 contains 7404 members Mstep: Class 11 contains 5395 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7820 members Mstep: Class 15 contains 1784 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105391 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8561 members Mstep: Class 20 contains 2782 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4882 members Mstep: Class 24 contains 11761 members Mstep: Class 25 contains 4724 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3607 members Mstep: Class 29 contains 6158 members Mstep: Class 30 contains 19455 members Mstep: Class 31 contains 9077 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16354 members Entering Unmasked Estep ConsiderDeletion Score: -65623852.000000 Penalty: 106421.570312 Iteration 159Q: 34 clusters Score -6.562385e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 83902 members Mstep: Class 2 contains 51546 members Mstep: Class 3 contains 10737 members Mstep: Class 4 contains 3739 members Mstep: Class 5 contains 30634 members Mstep: Class 6 contains 4102 members Mstep: Class 7 contains 22887 members Mstep: Class 8 contains 373 members Mstep: Class 9 contains 10765 members Mstep: Class 10 contains 7405 members Mstep: Class 11 contains 5392 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7820 members Mstep: Class 15 contains 1784 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105392 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8561 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4880 members Mstep: Class 24 contains 11766 members Mstep: Class 25 contains 4726 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3607 members Mstep: Class 29 contains 6159 members Mstep: Class 30 contains 19454 members Mstep: Class 31 contains 9089 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16359 members Entering Unmasked Estep ConsiderDeletion Score: -65623796.000000 Penalty: 106421.570312 Iteration 160F: 34 clusters Score -6.56238e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 83902 members Mstep: Class 2 contains 51546 members Mstep: Class 3 contains 10737 members Mstep: Class 4 contains 3735 members Mstep: Class 5 contains 30593 members Mstep: Class 6 contains 4105 members Mstep: Class 7 contains 22889 members Mstep: Class 8 contains 374 members Mstep: Class 9 contains 10780 members Mstep: Class 10 contains 7404 members Mstep: Class 11 contains 5389 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7820 members Mstep: Class 15 contains 1784 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105392 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8562 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4880 members Mstep: Class 24 contains 11773 members Mstep: Class 25 contains 4736 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3607 members Mstep: Class 29 contains 6161 members Mstep: Class 30 contains 19455 members Mstep: Class 31 contains 9099 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16357 members Entering Unmasked Estep ConsiderDeletion Score: -65623824.000000 Penalty: 106421.570312 Iteration 161Q: 34 clusters Score -6.562382e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 83902 members Mstep: Class 2 contains 51546 members Mstep: Class 3 contains 10737 members Mstep: Class 4 contains 3732 members Mstep: Class 5 contains 30558 members Mstep: Class 6 contains 4108 members Mstep: Class 7 contains 22890 members Mstep: Class 8 contains 375 members Mstep: Class 9 contains 10800 members Mstep: Class 10 contains 7405 members Mstep: Class 11 contains 5389 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7820 members Mstep: Class 15 contains 1784 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105393 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8562 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 3119 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4877 members Mstep: Class 24 contains 11780 members Mstep: Class 25 contains 4737 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6160 members Mstep: Class 30 contains 19454 members Mstep: Class 31 contains 9111 members Mstep: Class 32 contains 1579 members Mstep: Class 33 contains 16356 members Entering Unmasked Estep ConsiderDeletion Score: -65623852.000000 Penalty: 106421.570312 Iteration 162Q: 34 clusters Score -6.562385e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83900 members Mstep: Class 2 contains 51547 members Mstep: Class 3 contains 10737 members Mstep: Class 4 contains 3729 members Mstep: Class 5 contains 30523 members Mstep: Class 6 contains 4110 members Mstep: Class 7 contains 22893 members Mstep: Class 8 contains 376 members Mstep: Class 9 contains 10824 members Mstep: Class 10 contains 7405 members Mstep: Class 11 contains 5394 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7820 members Mstep: Class 15 contains 1784 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105395 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8561 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 3119 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4871 members Mstep: Class 24 contains 11785 members Mstep: Class 25 contains 4738 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6160 members Mstep: Class 30 contains 19452 members Mstep: Class 31 contains 9119 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16352 members Entering Unmasked Estep ConsiderDeletion Score: -65623940.000000 Penalty: 106421.570312 Iteration 163Q: 34 clusters Score -6.562394e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83905 members Mstep: Class 2 contains 51543 members Mstep: Class 3 contains 10736 members Mstep: Class 4 contains 3728 members Mstep: Class 5 contains 30487 members Mstep: Class 6 contains 4108 members Mstep: Class 7 contains 22894 members Mstep: Class 8 contains 378 members Mstep: Class 9 contains 10854 members Mstep: Class 10 contains 7404 members Mstep: Class 11 contains 5398 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7820 members Mstep: Class 15 contains 1785 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105394 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8563 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4867 members Mstep: Class 24 contains 11789 members Mstep: Class 25 contains 4737 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3603 members Mstep: Class 29 contains 6161 members Mstep: Class 30 contains 19452 members Mstep: Class 31 contains 9133 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16341 members Entering Unmasked Estep ConsiderDeletion Score: -65623968.000000 Penalty: 106421.570312 Iteration 164Q: 34 clusters Score -6.562397e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83903 members Mstep: Class 2 contains 51541 members Mstep: Class 3 contains 10736 members Mstep: Class 4 contains 3726 members Mstep: Class 5 contains 30458 members Mstep: Class 6 contains 4108 members Mstep: Class 7 contains 22896 members Mstep: Class 8 contains 381 members Mstep: Class 9 contains 10869 members Mstep: Class 10 contains 7408 members Mstep: Class 11 contains 5404 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7818 members Mstep: Class 15 contains 1785 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105392 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8563 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4865 members Mstep: Class 24 contains 11792 members Mstep: Class 25 contains 4734 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3608 members Mstep: Class 29 contains 6163 members Mstep: Class 30 contains 19452 members Mstep: Class 31 contains 9142 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16335 members Entering Unmasked Estep ConsiderDeletion Score: -65624080.000000 Penalty: 106421.570312 Iteration 165Q: 34 clusters Score -6.562408e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83896 members Mstep: Class 2 contains 51539 members Mstep: Class 3 contains 10742 members Mstep: Class 4 contains 3724 members Mstep: Class 5 contains 30430 members Mstep: Class 6 contains 4108 members Mstep: Class 7 contains 22896 members Mstep: Class 8 contains 380 members Mstep: Class 9 contains 10879 members Mstep: Class 10 contains 7412 members Mstep: Class 11 contains 5409 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7818 members Mstep: Class 15 contains 1786 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105392 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8565 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4863 members Mstep: Class 24 contains 11801 members Mstep: Class 25 contains 4731 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3610 members Mstep: Class 29 contains 6165 members Mstep: Class 30 contains 19453 members Mstep: Class 31 contains 9148 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16333 members Entering Unmasked Estep ConsiderDeletion Score: -65624152.000000 Penalty: 106421.570312 Iteration 166Q: 34 clusters Score -6.562415e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83889 members Mstep: Class 2 contains 51538 members Mstep: Class 3 contains 10752 members Mstep: Class 4 contains 3724 members Mstep: Class 5 contains 30405 members Mstep: Class 6 contains 4109 members Mstep: Class 7 contains 22899 members Mstep: Class 8 contains 379 members Mstep: Class 9 contains 10890 members Mstep: Class 10 contains 7417 members Mstep: Class 11 contains 5415 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7816 members Mstep: Class 15 contains 1787 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105395 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8567 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 3119 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4860 members Mstep: Class 24 contains 11803 members Mstep: Class 25 contains 4725 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3608 members Mstep: Class 29 contains 6167 members Mstep: Class 30 contains 19453 members Mstep: Class 31 contains 9156 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16327 members Entering Unmasked Estep ConsiderDeletion Score: -65624120.000000 Penalty: 106421.570312 Iteration 167Q: 34 clusters Score -6.562412e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83884 members Mstep: Class 2 contains 51537 members Mstep: Class 3 contains 10755 members Mstep: Class 4 contains 3724 members Mstep: Class 5 contains 30378 members Mstep: Class 6 contains 4108 members Mstep: Class 7 contains 22902 members Mstep: Class 8 contains 378 members Mstep: Class 9 contains 10910 members Mstep: Class 10 contains 7417 members Mstep: Class 11 contains 5425 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7817 members Mstep: Class 15 contains 1787 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105397 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8569 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4852 members Mstep: Class 24 contains 11803 members Mstep: Class 25 contains 4722 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3610 members Mstep: Class 29 contains 6168 members Mstep: Class 30 contains 19451 members Mstep: Class 31 contains 9166 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16320 members Entering Unmasked Estep ConsiderDeletion Score: -65624160.000000 Penalty: 106421.570312 Iteration 168Q: 34 clusters Score -6.562416e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83878 members Mstep: Class 2 contains 51537 members Mstep: Class 3 contains 10761 members Mstep: Class 4 contains 3724 members Mstep: Class 5 contains 30355 members Mstep: Class 6 contains 4108 members Mstep: Class 7 contains 22903 members Mstep: Class 8 contains 379 members Mstep: Class 9 contains 10927 members Mstep: Class 10 contains 7415 members Mstep: Class 11 contains 5432 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7815 members Mstep: Class 15 contains 1789 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105398 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8570 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4845 members Mstep: Class 24 contains 11803 members Mstep: Class 25 contains 4722 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3610 members Mstep: Class 29 contains 6169 members Mstep: Class 30 contains 19452 members Mstep: Class 31 contains 9171 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16317 members Entering Unmasked Estep ConsiderDeletion Score: -65624112.000000 Penalty: 106421.570312 Iteration 169Q: 34 clusters Score -6.562411e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83874 members Mstep: Class 2 contains 51536 members Mstep: Class 3 contains 10764 members Mstep: Class 4 contains 3722 members Mstep: Class 5 contains 30338 members Mstep: Class 6 contains 4107 members Mstep: Class 7 contains 22905 members Mstep: Class 8 contains 379 members Mstep: Class 9 contains 10934 members Mstep: Class 10 contains 7415 members Mstep: Class 11 contains 5431 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7816 members Mstep: Class 15 contains 1788 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105398 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8571 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4839 members Mstep: Class 24 contains 11809 members Mstep: Class 25 contains 4726 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3610 members Mstep: Class 29 contains 6173 members Mstep: Class 30 contains 19453 members Mstep: Class 31 contains 9177 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16315 members Entering Unmasked Estep ConsiderDeletion Score: -65624120.000000 Penalty: 106421.570312 Iteration 170Q: 34 clusters Score -6.562412e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83873 members Mstep: Class 2 contains 51534 members Mstep: Class 3 contains 10768 members Mstep: Class 4 contains 3719 members Mstep: Class 5 contains 30316 members Mstep: Class 6 contains 4108 members Mstep: Class 7 contains 22909 members Mstep: Class 8 contains 379 members Mstep: Class 9 contains 10943 members Mstep: Class 10 contains 7416 members Mstep: Class 11 contains 5438 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7816 members Mstep: Class 15 contains 1789 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105396 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8573 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4833 members Mstep: Class 24 contains 11811 members Mstep: Class 25 contains 4727 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3609 members Mstep: Class 29 contains 6175 members Mstep: Class 30 contains 19455 members Mstep: Class 31 contains 9183 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16310 members Entering Unmasked Estep ConsiderDeletion Score: -65624160.000000 Penalty: 106421.570312 Iteration 171Q: 34 clusters Score -6.562416e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83873 members Mstep: Class 2 contains 51534 members Mstep: Class 3 contains 10766 members Mstep: Class 4 contains 3716 members Mstep: Class 5 contains 30297 members Mstep: Class 6 contains 4109 members Mstep: Class 7 contains 22913 members Mstep: Class 8 contains 380 members Mstep: Class 9 contains 10942 members Mstep: Class 10 contains 7415 members Mstep: Class 11 contains 5444 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7816 members Mstep: Class 15 contains 1790 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105395 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8574 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4830 members Mstep: Class 24 contains 11816 members Mstep: Class 25 contains 4730 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3610 members Mstep: Class 29 contains 6176 members Mstep: Class 30 contains 19456 members Mstep: Class 31 contains 9193 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16305 members Entering Unmasked Estep ConsiderDeletion Score: -65624148.000000 Penalty: 106421.570312 Iteration 172Q: 34 clusters Score -6.562415e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83870 members Mstep: Class 2 contains 51534 members Mstep: Class 3 contains 10766 members Mstep: Class 4 contains 3711 members Mstep: Class 5 contains 30277 members Mstep: Class 6 contains 4109 members Mstep: Class 7 contains 22917 members Mstep: Class 8 contains 381 members Mstep: Class 9 contains 10955 members Mstep: Class 10 contains 7414 members Mstep: Class 11 contains 5448 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7816 members Mstep: Class 15 contains 1792 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105394 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8576 members Mstep: Class 20 contains 2782 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4825 members Mstep: Class 24 contains 11821 members Mstep: Class 25 contains 4731 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3612 members Mstep: Class 29 contains 6177 members Mstep: Class 30 contains 19457 members Mstep: Class 31 contains 9202 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16296 members Entering Unmasked Estep ConsiderDeletion Score: -65624096.000000 Penalty: 106421.570312 Iteration 173Q: 34 clusters Score -6.56241e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83871 members Mstep: Class 2 contains 51534 members Mstep: Class 3 contains 10766 members Mstep: Class 4 contains 3709 members Mstep: Class 5 contains 30264 members Mstep: Class 6 contains 4110 members Mstep: Class 7 contains 22920 members Mstep: Class 8 contains 381 members Mstep: Class 9 contains 10958 members Mstep: Class 10 contains 7415 members Mstep: Class 11 contains 5449 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7816 members Mstep: Class 15 contains 1795 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105393 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8576 members Mstep: Class 20 contains 2782 members Mstep: Class 21 contains 3119 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4824 members Mstep: Class 24 contains 11824 members Mstep: Class 25 contains 4726 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3612 members Mstep: Class 29 contains 6179 members Mstep: Class 30 contains 19457 members Mstep: Class 31 contains 9209 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16294 members Entering Unmasked Estep ConsiderDeletion Score: -65624080.000000 Penalty: 106421.570312 Iteration 174Q: 34 clusters Score -6.562408e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83870 members Mstep: Class 2 contains 51534 members Mstep: Class 3 contains 10767 members Mstep: Class 4 contains 3710 members Mstep: Class 5 contains 30244 members Mstep: Class 6 contains 4112 members Mstep: Class 7 contains 22920 members Mstep: Class 8 contains 381 members Mstep: Class 9 contains 10959 members Mstep: Class 10 contains 7420 members Mstep: Class 11 contains 5448 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7816 members Mstep: Class 15 contains 1796 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105392 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8576 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4825 members Mstep: Class 24 contains 11826 members Mstep: Class 25 contains 4725 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3612 members Mstep: Class 29 contains 6181 members Mstep: Class 30 contains 19457 members Mstep: Class 31 contains 9215 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16296 members Entering Unmasked Estep ConsiderDeletion Score: -65624108.000000 Penalty: 106421.570312 Iteration 175Q: 34 clusters Score -6.562411e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83869 members Mstep: Class 2 contains 51534 members Mstep: Class 3 contains 10770 members Mstep: Class 4 contains 3709 members Mstep: Class 5 contains 30223 members Mstep: Class 6 contains 4113 members Mstep: Class 7 contains 22921 members Mstep: Class 8 contains 381 members Mstep: Class 9 contains 10966 members Mstep: Class 10 contains 7422 members Mstep: Class 11 contains 5449 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7816 members Mstep: Class 15 contains 1794 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105390 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8577 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 3117 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4823 members Mstep: Class 24 contains 11831 members Mstep: Class 25 contains 4728 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3612 members Mstep: Class 29 contains 6182 members Mstep: Class 30 contains 19458 members Mstep: Class 31 contains 9219 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16295 members Entering Unmasked Estep ConsiderDeletion Score: -65624144.000000 Penalty: 106421.570312 Iteration 176Q: 34 clusters Score -6.562414e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83867 members Mstep: Class 2 contains 51533 members Mstep: Class 3 contains 10772 members Mstep: Class 4 contains 3708 members Mstep: Class 5 contains 30200 members Mstep: Class 6 contains 4113 members Mstep: Class 7 contains 22921 members Mstep: Class 8 contains 381 members Mstep: Class 9 contains 10986 members Mstep: Class 10 contains 7419 members Mstep: Class 11 contains 5453 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7816 members Mstep: Class 15 contains 1795 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105390 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8577 members Mstep: Class 20 contains 2785 members Mstep: Class 21 contains 3117 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4822 members Mstep: Class 24 contains 11833 members Mstep: Class 25 contains 4724 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3613 members Mstep: Class 29 contains 6182 members Mstep: Class 30 contains 19458 members Mstep: Class 31 contains 9223 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16295 members Entering Unmasked Estep ConsiderDeletion Score: -65624192.000000 Penalty: 106421.570312 Iteration 177Q: 34 clusters Score -6.562419e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83864 members Mstep: Class 2 contains 51533 members Mstep: Class 3 contains 10773 members Mstep: Class 4 contains 3708 members Mstep: Class 5 contains 30184 members Mstep: Class 6 contains 4114 members Mstep: Class 7 contains 22922 members Mstep: Class 8 contains 381 members Mstep: Class 9 contains 10993 members Mstep: Class 10 contains 7419 members Mstep: Class 11 contains 5456 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7816 members Mstep: Class 15 contains 1795 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105390 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8577 members Mstep: Class 20 contains 2785 members Mstep: Class 21 contains 3117 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4823 members Mstep: Class 24 contains 11834 members Mstep: Class 25 contains 4725 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3615 members Mstep: Class 29 contains 6183 members Mstep: Class 30 contains 19458 members Mstep: Class 31 contains 9224 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16294 members Entering Unmasked Estep ConsiderDeletion Score: -65624256.000000 Penalty: 106421.570312 Iteration 178Q: 34 clusters Score -6.562426e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83862 members Mstep: Class 2 contains 51533 members Mstep: Class 3 contains 10776 members Mstep: Class 4 contains 3708 members Mstep: Class 5 contains 30160 members Mstep: Class 6 contains 4114 members Mstep: Class 7 contains 22923 members Mstep: Class 8 contains 381 members Mstep: Class 9 contains 11007 members Mstep: Class 10 contains 7418 members Mstep: Class 11 contains 5457 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7816 members Mstep: Class 15 contains 1796 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105391 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8577 members Mstep: Class 20 contains 2785 members Mstep: Class 21 contains 3117 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4822 members Mstep: Class 24 contains 11840 members Mstep: Class 25 contains 4726 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3615 members Mstep: Class 29 contains 6184 members Mstep: Class 30 contains 19456 members Mstep: Class 31 contains 9224 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16295 members Entering Unmasked Estep ConsiderDeletion Score: -65624244.000000 Penalty: 106421.570312 Iteration 179Q: 34 clusters Score -6.562424e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 83861 members Mstep: Class 2 contains 51533 members Mstep: Class 3 contains 10776 members Mstep: Class 4 contains 3708 members Mstep: Class 5 contains 30136 members Mstep: Class 6 contains 4117 members Mstep: Class 7 contains 22923 members Mstep: Class 8 contains 381 members Mstep: Class 9 contains 11013 members Mstep: Class 10 contains 7419 members Mstep: Class 11 contains 5459 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7817 members Mstep: Class 15 contains 1797 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105394 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8577 members Mstep: Class 20 contains 2785 members Mstep: Class 21 contains 3117 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4825 members Mstep: Class 24 contains 11847 members Mstep: Class 25 contains 4724 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3614 members Mstep: Class 29 contains 6184 members Mstep: Class 30 contains 19454 members Mstep: Class 31 contains 9224 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16298 members Entering Unmasked Estep ConsiderDeletion Score: -65624276.000000 Penalty: 106421.570312 Iteration 180F: 34 clusters Score -6.562428e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83861 members Mstep: Class 2 contains 51533 members Mstep: Class 3 contains 10774 members Mstep: Class 4 contains 3706 members Mstep: Class 5 contains 30116 members Mstep: Class 6 contains 4117 members Mstep: Class 7 contains 22925 members Mstep: Class 8 contains 391 members Mstep: Class 9 contains 11009 members Mstep: Class 10 contains 7423 members Mstep: Class 11 contains 5464 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7817 members Mstep: Class 15 contains 1801 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105395 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8578 members Mstep: Class 20 contains 2785 members Mstep: Class 21 contains 3117 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 4827 members Mstep: Class 24 contains 11853 members Mstep: Class 25 contains 4718 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3609 members Mstep: Class 29 contains 6185 members Mstep: Class 30 contains 19453 members Mstep: Class 31 contains 9225 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16302 members Entering Unmasked Estep ConsiderDeletion Score: -65624380.000000 Penalty: 106421.570312 Iteration 181Q: 34 clusters Score -6.562438e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83858 members Mstep: Class 2 contains 51533 members Mstep: Class 3 contains 10776 members Mstep: Class 4 contains 3703 members Mstep: Class 5 contains 30088 members Mstep: Class 6 contains 4114 members Mstep: Class 7 contains 22926 members Mstep: Class 8 contains 396 members Mstep: Class 9 contains 11011 members Mstep: Class 10 contains 7421 members Mstep: Class 11 contains 5469 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7815 members Mstep: Class 15 contains 1802 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105395 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8578 members Mstep: Class 20 contains 2785 members Mstep: Class 21 contains 3117 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4828 members Mstep: Class 24 contains 11862 members Mstep: Class 25 contains 4724 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3609 members Mstep: Class 29 contains 6186 members Mstep: Class 30 contains 19452 members Mstep: Class 31 contains 9229 members Mstep: Class 32 contains 1582 members Mstep: Class 33 contains 16307 members Entering Unmasked Estep ConsiderDeletion Score: -65624460.000000 Penalty: 106421.570312 Iteration 182Q: 34 clusters Score -6.562446e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83853 members Mstep: Class 2 contains 51534 members Mstep: Class 3 contains 10788 members Mstep: Class 4 contains 3703 members Mstep: Class 5 contains 30054 members Mstep: Class 6 contains 4114 members Mstep: Class 7 contains 22933 members Mstep: Class 8 contains 397 members Mstep: Class 9 contains 11022 members Mstep: Class 10 contains 7424 members Mstep: Class 11 contains 5473 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7814 members Mstep: Class 15 contains 1803 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105395 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8577 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4824 members Mstep: Class 24 contains 11861 members Mstep: Class 25 contains 4725 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3605 members Mstep: Class 29 contains 6189 members Mstep: Class 30 contains 19451 members Mstep: Class 31 contains 9233 members Mstep: Class 32 contains 1582 members Mstep: Class 33 contains 16311 members Entering Unmasked Estep ConsiderDeletion Score: -65624480.000000 Penalty: 106421.570312 Iteration 183Q: 34 clusters Score -6.562448e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83853 members Mstep: Class 2 contains 51532 members Mstep: Class 3 contains 10788 members Mstep: Class 4 contains 3702 members Mstep: Class 5 contains 30025 members Mstep: Class 6 contains 4112 members Mstep: Class 7 contains 22939 members Mstep: Class 8 contains 399 members Mstep: Class 9 contains 11022 members Mstep: Class 10 contains 7426 members Mstep: Class 11 contains 5478 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7815 members Mstep: Class 15 contains 1803 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105394 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8580 members Mstep: Class 20 contains 2786 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4824 members Mstep: Class 24 contains 11867 members Mstep: Class 25 contains 4732 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3603 members Mstep: Class 29 contains 6191 members Mstep: Class 30 contains 19451 members Mstep: Class 31 contains 9241 members Mstep: Class 32 contains 1582 members Mstep: Class 33 contains 16303 members Entering Unmasked Estep ConsiderDeletion Score: -65624492.000000 Penalty: 106421.570312 Iteration 184Q: 34 clusters Score -6.562449e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83853 members Mstep: Class 2 contains 51532 members Mstep: Class 3 contains 10793 members Mstep: Class 4 contains 3701 members Mstep: Class 5 contains 30000 members Mstep: Class 6 contains 4110 members Mstep: Class 7 contains 22943 members Mstep: Class 8 contains 399 members Mstep: Class 9 contains 11018 members Mstep: Class 10 contains 7431 members Mstep: Class 11 contains 5478 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7814 members Mstep: Class 15 contains 1802 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105397 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8581 members Mstep: Class 20 contains 2785 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4821 members Mstep: Class 24 contains 11874 members Mstep: Class 25 contains 4744 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3603 members Mstep: Class 29 contains 6191 members Mstep: Class 30 contains 19448 members Mstep: Class 31 contains 9251 members Mstep: Class 32 contains 1581 members Mstep: Class 33 contains 16298 members Entering Unmasked Estep ConsiderDeletion Score: -65624508.000000 Penalty: 106421.570312 Iteration 185Q: 34 clusters Score -6.562451e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83854 members Mstep: Class 2 contains 51532 members Mstep: Class 3 contains 10796 members Mstep: Class 4 contains 3701 members Mstep: Class 5 contains 29975 members Mstep: Class 6 contains 4107 members Mstep: Class 7 contains 22946 members Mstep: Class 8 contains 399 members Mstep: Class 9 contains 11019 members Mstep: Class 10 contains 7433 members Mstep: Class 11 contains 5478 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7813 members Mstep: Class 15 contains 1804 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105391 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8582 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4817 members Mstep: Class 24 contains 11886 members Mstep: Class 25 contains 4754 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3607 members Mstep: Class 29 contains 6191 members Mstep: Class 30 contains 19448 members Mstep: Class 31 contains 9258 members Mstep: Class 32 contains 1580 members Mstep: Class 33 contains 16294 members Entering Unmasked Estep ConsiderDeletion Score: -65624540.000000 Penalty: 106421.570312 Iteration 186Q: 34 clusters Score -6.562454e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83858 members Mstep: Class 2 contains 51530 members Mstep: Class 3 contains 10798 members Mstep: Class 4 contains 3701 members Mstep: Class 5 contains 29948 members Mstep: Class 6 contains 4107 members Mstep: Class 7 contains 22947 members Mstep: Class 8 contains 399 members Mstep: Class 9 contains 11015 members Mstep: Class 10 contains 7439 members Mstep: Class 11 contains 5483 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7811 members Mstep: Class 15 contains 1807 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105388 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8582 members Mstep: Class 20 contains 2781 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4815 members Mstep: Class 24 contains 11897 members Mstep: Class 25 contains 4756 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3610 members Mstep: Class 29 contains 6193 members Mstep: Class 30 contains 19448 members Mstep: Class 31 contains 9265 members Mstep: Class 32 contains 1580 members Mstep: Class 33 contains 16290 members Entering Unmasked Estep ConsiderDeletion Score: -65624608.000000 Penalty: 106421.570312 Iteration 187Q: 34 clusters Score -6.562461e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83861 members Mstep: Class 2 contains 51528 members Mstep: Class 3 contains 10799 members Mstep: Class 4 contains 3702 members Mstep: Class 5 contains 29916 members Mstep: Class 6 contains 4107 members Mstep: Class 7 contains 22952 members Mstep: Class 8 contains 399 members Mstep: Class 9 contains 11007 members Mstep: Class 10 contains 7443 members Mstep: Class 11 contains 5489 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7812 members Mstep: Class 15 contains 1810 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105381 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 8584 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4810 members Mstep: Class 24 contains 11907 members Mstep: Class 25 contains 4769 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3612 members Mstep: Class 29 contains 6194 members Mstep: Class 30 contains 19448 members Mstep: Class 31 contains 9268 members Mstep: Class 32 contains 1579 members Mstep: Class 33 contains 16288 members Entering Unmasked Estep ConsiderDeletion Score: -65624596.000000 Penalty: 106421.570312 Iteration 188Q: 34 clusters Score -6.56246e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83861 members Mstep: Class 2 contains 51527 members Mstep: Class 3 contains 10801 members Mstep: Class 4 contains 3702 members Mstep: Class 5 contains 29882 members Mstep: Class 6 contains 4106 members Mstep: Class 7 contains 22961 members Mstep: Class 8 contains 399 members Mstep: Class 9 contains 11007 members Mstep: Class 10 contains 7447 members Mstep: Class 11 contains 5501 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7812 members Mstep: Class 15 contains 1814 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105377 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8583 members Mstep: Class 20 contains 2782 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4805 members Mstep: Class 24 contains 11922 members Mstep: Class 25 contains 4770 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3614 members Mstep: Class 29 contains 6196 members Mstep: Class 30 contains 19448 members Mstep: Class 31 contains 9274 members Mstep: Class 32 contains 1579 members Mstep: Class 33 contains 16279 members Entering Unmasked Estep ConsiderDeletion Score: -65624600.000000 Penalty: 106421.570312 Iteration 189Q: 34 clusters Score -6.56246e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83864 members Mstep: Class 2 contains 51527 members Mstep: Class 3 contains 10801 members Mstep: Class 4 contains 3702 members Mstep: Class 5 contains 29851 members Mstep: Class 6 contains 4104 members Mstep: Class 7 contains 22970 members Mstep: Class 8 contains 399 members Mstep: Class 9 contains 10997 members Mstep: Class 10 contains 7453 members Mstep: Class 11 contains 5509 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7812 members Mstep: Class 15 contains 1814 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105371 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8581 members Mstep: Class 20 contains 2785 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4802 members Mstep: Class 24 contains 11942 members Mstep: Class 25 contains 4769 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3615 members Mstep: Class 29 contains 6196 members Mstep: Class 30 contains 19449 members Mstep: Class 31 contains 9283 members Mstep: Class 32 contains 1579 members Mstep: Class 33 contains 16274 members Entering Unmasked Estep ConsiderDeletion Score: -65624600.000000 Penalty: 106421.570312 Iteration 190Q: 34 clusters Score -6.56246e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83863 members Mstep: Class 2 contains 51527 members Mstep: Class 3 contains 10803 members Mstep: Class 4 contains 3700 members Mstep: Class 5 contains 29824 members Mstep: Class 6 contains 4104 members Mstep: Class 7 contains 22977 members Mstep: Class 8 contains 400 members Mstep: Class 9 contains 10977 members Mstep: Class 10 contains 7461 members Mstep: Class 11 contains 5513 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7812 members Mstep: Class 15 contains 1813 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105369 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8584 members Mstep: Class 20 contains 2783 members Mstep: Class 21 contains 3119 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4800 members Mstep: Class 24 contains 11958 members Mstep: Class 25 contains 4778 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3616 members Mstep: Class 29 contains 6199 members Mstep: Class 30 contains 19450 members Mstep: Class 31 contains 9292 members Mstep: Class 32 contains 1579 members Mstep: Class 33 contains 16266 members Entering Unmasked Estep ConsiderDeletion Score: -65624724.000000 Penalty: 106421.570312 Iteration 191Q: 34 clusters Score -6.562472e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83861 members Mstep: Class 2 contains 51526 members Mstep: Class 3 contains 10803 members Mstep: Class 4 contains 3698 members Mstep: Class 5 contains 29779 members Mstep: Class 6 contains 4105 members Mstep: Class 7 contains 22987 members Mstep: Class 8 contains 403 members Mstep: Class 9 contains 10963 members Mstep: Class 10 contains 7475 members Mstep: Class 11 contains 5516 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7812 members Mstep: Class 15 contains 1814 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105370 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8585 members Mstep: Class 20 contains 2779 members Mstep: Class 21 contains 3119 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4799 members Mstep: Class 24 contains 11974 members Mstep: Class 25 contains 4792 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3617 members Mstep: Class 29 contains 6200 members Mstep: Class 30 contains 19450 members Mstep: Class 31 contains 9298 members Mstep: Class 32 contains 1579 members Mstep: Class 33 contains 16263 members Entering Unmasked Estep ConsiderDeletion Score: -65624780.000000 Penalty: 106421.570312 Iteration 192Q: 34 clusters Score -6.562478e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83860 members Mstep: Class 2 contains 51525 members Mstep: Class 3 contains 10805 members Mstep: Class 4 contains 3697 members Mstep: Class 5 contains 29722 members Mstep: Class 6 contains 4107 members Mstep: Class 7 contains 22999 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 10967 members Mstep: Class 10 contains 7484 members Mstep: Class 11 contains 5515 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7813 members Mstep: Class 15 contains 1817 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105368 members Mstep: Class 18 contains 2743 members Mstep: Class 19 contains 8586 members Mstep: Class 20 contains 2775 members Mstep: Class 21 contains 3119 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4790 members Mstep: Class 24 contains 11987 members Mstep: Class 25 contains 4806 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3618 members Mstep: Class 29 contains 6200 members Mstep: Class 30 contains 19450 members Mstep: Class 31 contains 9304 members Mstep: Class 32 contains 1579 members Mstep: Class 33 contains 16270 members Entering Unmasked Estep ConsiderDeletion Score: -65624816.000000 Penalty: 106421.570312 Iteration 193Q: 34 clusters Score -6.562482e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83855 members Mstep: Class 2 contains 51521 members Mstep: Class 3 contains 10809 members Mstep: Class 4 contains 3696 members Mstep: Class 5 contains 29661 members Mstep: Class 6 contains 4106 members Mstep: Class 7 contains 23011 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 10989 members Mstep: Class 10 contains 7487 members Mstep: Class 11 contains 5516 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7815 members Mstep: Class 15 contains 1820 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105366 members Mstep: Class 18 contains 2743 members Mstep: Class 19 contains 8584 members Mstep: Class 20 contains 2774 members Mstep: Class 21 contains 3119 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4789 members Mstep: Class 24 contains 11997 members Mstep: Class 25 contains 4817 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3618 members Mstep: Class 29 contains 6201 members Mstep: Class 30 contains 19452 members Mstep: Class 31 contains 9311 members Mstep: Class 32 contains 1579 members Mstep: Class 33 contains 16270 members Entering Unmasked Estep ConsiderDeletion Score: -65624988.000000 Penalty: 106421.570312 Iteration 194Q: 34 clusters Score -6.562499e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83852 members Mstep: Class 2 contains 51517 members Mstep: Class 3 contains 10813 members Mstep: Class 4 contains 3695 members Mstep: Class 5 contains 29600 members Mstep: Class 6 contains 4108 members Mstep: Class 7 contains 23024 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11008 members Mstep: Class 10 contains 7499 members Mstep: Class 11 contains 5517 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7815 members Mstep: Class 15 contains 1821 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105366 members Mstep: Class 18 contains 2743 members Mstep: Class 19 contains 8583 members Mstep: Class 20 contains 2775 members Mstep: Class 21 contains 3119 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4785 members Mstep: Class 24 contains 12006 members Mstep: Class 25 contains 4828 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3618 members Mstep: Class 29 contains 6202 members Mstep: Class 30 contains 19451 members Mstep: Class 31 contains 9316 members Mstep: Class 32 contains 1579 members Mstep: Class 33 contains 16266 members Entering Unmasked Estep ConsiderDeletion Score: -65625008.000000 Penalty: 106421.570312 Iteration 195Q: 34 clusters Score -6.562501e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83851 members Mstep: Class 2 contains 51515 members Mstep: Class 3 contains 10815 members Mstep: Class 4 contains 3694 members Mstep: Class 5 contains 29541 members Mstep: Class 6 contains 4106 members Mstep: Class 7 contains 23036 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11026 members Mstep: Class 10 contains 7505 members Mstep: Class 11 contains 5517 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7815 members Mstep: Class 15 contains 1822 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105367 members Mstep: Class 18 contains 2743 members Mstep: Class 19 contains 8586 members Mstep: Class 20 contains 2775 members Mstep: Class 21 contains 3119 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4779 members Mstep: Class 24 contains 12015 members Mstep: Class 25 contains 4836 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3619 members Mstep: Class 29 contains 6206 members Mstep: Class 30 contains 19450 members Mstep: Class 31 contains 9327 members Mstep: Class 32 contains 1579 members Mstep: Class 33 contains 16262 members Entering Unmasked Estep ConsiderDeletion Score: -65625024.000000 Penalty: 106421.570312 Iteration 196Q: 34 clusters Score -6.562502e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83855 members Mstep: Class 2 contains 51514 members Mstep: Class 3 contains 10819 members Mstep: Class 4 contains 3691 members Mstep: Class 5 contains 29467 members Mstep: Class 6 contains 4104 members Mstep: Class 7 contains 23045 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11071 members Mstep: Class 10 contains 7509 members Mstep: Class 11 contains 5517 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7813 members Mstep: Class 15 contains 1822 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105362 members Mstep: Class 18 contains 2743 members Mstep: Class 19 contains 8586 members Mstep: Class 20 contains 2774 members Mstep: Class 21 contains 3118 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4775 members Mstep: Class 24 contains 12025 members Mstep: Class 25 contains 4844 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3619 members Mstep: Class 29 contains 6209 members Mstep: Class 30 contains 19450 members Mstep: Class 31 contains 9339 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16257 members Entering Unmasked Estep ConsiderDeletion Score: -65624924.000000 Penalty: 106421.570312 Iteration 197Q: 34 clusters Score -6.562492e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83855 members Mstep: Class 2 contains 51514 members Mstep: Class 3 contains 10824 members Mstep: Class 4 contains 3687 members Mstep: Class 5 contains 29408 members Mstep: Class 6 contains 4101 members Mstep: Class 7 contains 23061 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11094 members Mstep: Class 10 contains 7518 members Mstep: Class 11 contains 5518 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7812 members Mstep: Class 15 contains 1821 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105359 members Mstep: Class 18 contains 2743 members Mstep: Class 19 contains 8589 members Mstep: Class 20 contains 2773 members Mstep: Class 21 contains 3119 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4769 members Mstep: Class 24 contains 12030 members Mstep: Class 25 contains 4856 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3618 members Mstep: Class 29 contains 6212 members Mstep: Class 30 contains 19450 members Mstep: Class 31 contains 9352 members Mstep: Class 32 contains 1577 members Mstep: Class 33 contains 16246 members Entering Unmasked Estep ConsiderDeletion Score: -65625088.000000 Penalty: 106421.570312 Iteration 198Q: 34 clusters Score -6.562509e+07 nChanged 227 Entering ConstructFrom: Score: -65625088.000000 Penalty: 106421.570312 Entering ConstructFrom: Trying to split cluster 1 (83848 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83848 members Entering Unmasked Estep Score: -12241243.000000 Penalty: 2811.516602 Iteration 0F: 2 clusters Score -1.224124e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41867 members Mstep: Class 2 contains 41981 members Entering Unmasked Estep Score: -12185229.000000 Penalty: 5623.033203 Iteration 0F: 3 clusters Score -1.218523e+07 nChanged 39366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41179 members Mstep: Class 2 contains 42669 members Entering Unmasked Estep Score: -12208181.000000 Penalty: 5623.033203 Iteration 1F: 3 clusters Score -1.220818e+07 nChanged 3892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40727 members Mstep: Class 2 contains 43121 members Entering Unmasked Estep Score: -12209614.000000 Penalty: 5623.033203 Iteration 2Q: 3 clusters Score -1.220961e+07 nChanged 4115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40068 members Mstep: Class 2 contains 43780 members Entering Unmasked Estep Score: -12211326.000000 Penalty: 5623.033203 Iteration 3Q: 3 clusters Score -1.221133e+07 nChanged 4374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39058 members Mstep: Class 2 contains 44790 members Entering Unmasked Estep Score: -12213466.000000 Penalty: 5623.033203 Iteration 4F: 3 clusters Score -1.221347e+07 nChanged 4496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37568 members Mstep: Class 2 contains 46280 members Entering Unmasked Estep Score: -12215662.000000 Penalty: 5623.033203 Iteration 5F: 3 clusters Score -1.221566e+07 nChanged 4667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35565 members Mstep: Class 2 contains 48283 members Entering Unmasked Estep Score: -12218407.000000 Penalty: 5623.033203 Iteration 6F: 3 clusters Score -1.221841e+07 nChanged 4777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33364 members Mstep: Class 2 contains 50484 members Entering Unmasked Estep Score: -12221572.000000 Penalty: 5623.033203 Iteration 7F: 3 clusters Score -1.222157e+07 nChanged 4615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31213 members Mstep: Class 2 contains 52635 members Entering Unmasked Estep Score: -12224683.000000 Penalty: 5623.033203 Iteration 8F: 3 clusters Score -1.222468e+07 nChanged 3944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29393 members Mstep: Class 2 contains 54455 members Entering Unmasked Estep Score: -12226826.000000 Penalty: 5623.033203 Iteration 9Q: 3 clusters Score -1.222683e+07 nChanged 2894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27893 members Mstep: Class 2 contains 55955 members Entering Unmasked Estep Score: -12227946.000000 Penalty: 5623.033203 Iteration 10Q: 3 clusters Score -1.222795e+07 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26480 members Mstep: Class 2 contains 57368 members Entering Unmasked Estep Score: -12228698.000000 Penalty: 5623.033203 Iteration 11Q: 3 clusters Score -1.22287e+07 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25076 members Mstep: Class 2 contains 58772 members Entering Unmasked Estep Score: -12229141.000000 Penalty: 5623.033203 Iteration 12Q: 3 clusters Score -1.222914e+07 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23666 members Mstep: Class 2 contains 60182 members Entering Unmasked Estep Score: -12229578.000000 Penalty: 5623.033203 Iteration 13Q: 3 clusters Score -1.222958e+07 nChanged 1471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22213 members Mstep: Class 2 contains 61635 members Entering Unmasked Estep Score: -12230069.000000 Penalty: 5623.033203 Iteration 14Q: 3 clusters Score -1.223007e+07 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20702 members Mstep: Class 2 contains 63146 members Entering Unmasked Estep Score: -12230472.000000 Penalty: 5623.033203 Iteration 15Q: 3 clusters Score -1.223047e+07 nChanged 1534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19174 members Mstep: Class 2 contains 64674 members Entering Unmasked Estep Score: -12231020.000000 Penalty: 5623.033203 Iteration 16Q: 3 clusters Score -1.223102e+07 nChanged 1597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17577 members Mstep: Class 2 contains 66271 members Entering Unmasked Estep Score: -12231603.000000 Penalty: 5623.033203 Iteration 17Q: 3 clusters Score -1.22316e+07 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16025 members Mstep: Class 2 contains 67823 members Entering Unmasked Estep Score: -12232283.000000 Penalty: 5623.033203 Iteration 18Q: 3 clusters Score -1.223228e+07 nChanged 1579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14450 members Mstep: Class 2 contains 69398 members Entering Unmasked Estep Score: -12232906.000000 Penalty: 5623.033203 Iteration 19Q: 3 clusters Score -1.223291e+07 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12938 members Mstep: Class 2 contains 70910 members Entering Unmasked Estep Score: -12233548.000000 Penalty: 5623.033203 Iteration 20F: 3 clusters Score -1.223355e+07 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11487 members Mstep: Class 2 contains 72361 members Entering Unmasked Estep Score: -12234217.000000 Penalty: 5623.033203 Iteration 21Q: 3 clusters Score -1.223422e+07 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 73833 members Entering Unmasked Estep Score: -12234913.000000 Penalty: 5623.033203 Iteration 22Q: 3 clusters Score -1.223491e+07 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8614 members Mstep: Class 2 contains 75234 members Entering Unmasked Estep Score: -12235625.000000 Penalty: 5623.033203 Iteration 23Q: 3 clusters Score -1.223562e+07 nChanged 1354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7264 members Mstep: Class 2 contains 76584 members Entering Unmasked Estep Score: -12236432.000000 Penalty: 5623.033203 Iteration 24Q: 3 clusters Score -1.223643e+07 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 77774 members Entering Unmasked Estep Score: -12237134.000000 Penalty: 5623.033203 Iteration 25Q: 3 clusters Score -1.223713e+07 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 78806 members Entering Unmasked Estep Score: -12237800.000000 Penalty: 5623.033203 Iteration 26Q: 3 clusters Score -1.22378e+07 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 79670 members Entering Unmasked Estep Score: -12238314.000000 Penalty: 5623.033203 Iteration 27Q: 3 clusters Score -1.223831e+07 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 80315 members Entering Unmasked Estep Score: -12238689.000000 Penalty: 5623.033203 Iteration 28Q: 3 clusters Score -1.223869e+07 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 80808 members Entering Unmasked Estep Score: -12238988.000000 Penalty: 5623.033203 Iteration 29Q: 3 clusters Score -1.223899e+07 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 81163 members Entering Unmasked Estep Score: -12239221.000000 Penalty: 5623.033203 Iteration 30Q: 3 clusters Score -1.223922e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 81438 members Entering Unmasked Estep Score: -12239356.000000 Penalty: 5623.033203 Iteration 31Q: 3 clusters Score -1.223936e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 81621 members Entering Unmasked Estep Score: -12239456.000000 Penalty: 5623.033203 Iteration 32Q: 3 clusters Score -1.223946e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 81784 members Entering Unmasked Estep Score: -12239591.000000 Penalty: 5623.033203 Iteration 33Q: 3 clusters Score -1.223959e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 81925 members Entering Unmasked Estep Score: -12239707.000000 Penalty: 5623.033203 Iteration 34Q: 3 clusters Score -1.223971e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 82026 members Entering Unmasked Estep Score: -12239814.000000 Penalty: 5623.033203 Iteration 35Q: 3 clusters Score -1.223981e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 82103 members Entering Unmasked Estep Score: -12239849.000000 Penalty: 5623.033203 Iteration 36Q: 3 clusters Score -1.223985e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 82153 members Entering Unmasked Estep Score: -12239892.000000 Penalty: 5623.033203 Iteration 37Q: 3 clusters Score -1.223989e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 82182 members Entering Unmasked Estep Score: -12239890.000000 Penalty: 5623.033203 Iteration 38Q: 3 clusters Score -1.223989e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 82205 members Entering Unmasked Estep Score: -12239890.000000 Penalty: 5623.033203 Iteration 39Q: 3 clusters Score -1.223989e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 82239 members Entering Unmasked Estep Score: -12239906.000000 Penalty: 5623.033203 Iteration 40F: 3 clusters Score -1.223991e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 82262 members Entering Unmasked Estep Score: -12239906.000000 Penalty: 5623.033203 Iteration 41Q: 3 clusters Score -1.223991e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 82280 members Entering Unmasked Estep Score: -12239921.000000 Penalty: 5623.033203 Iteration 42Q: 3 clusters Score -1.223992e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 82291 members Entering Unmasked Estep Score: -12239925.000000 Penalty: 5623.033203 Iteration 43Q: 3 clusters Score -1.223992e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 82296 members Entering Unmasked Estep Score: -12239920.000000 Penalty: 5623.033203 Iteration 44Q: 3 clusters Score -1.223992e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 82304 members Entering Unmasked Estep Score: -12239933.000000 Penalty: 5623.033203 Iteration 45Q: 3 clusters Score -1.223993e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 82306 members Entering Unmasked Estep Score: -12239938.000000 Penalty: 5623.033203 Iteration 46Q: 3 clusters Score -1.223994e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 82313 members Entering Unmasked Estep Score: -12239932.000000 Penalty: 5623.033203 Iteration 47Q: 3 clusters Score -1.223993e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 82316 members Entering Unmasked Estep Score: -12239933.000000 Penalty: 5623.033203 Iteration 48Q: 3 clusters Score -1.223993e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 82317 members Entering Unmasked Estep Score: -12239932.000000 Penalty: 5623.033203 Iteration 49Q: 3 clusters Score -1.223993e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 82319 members Entering Unmasked Estep Score: -12239928.000000 Penalty: 5623.033203 Iteration 50Q: 3 clusters Score -1.223993e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 82320 members Entering Unmasked Estep Score: -12239921.000000 Penalty: 5623.033203 Iteration 51Q: 3 clusters Score -1.223992e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 82318 members Entering Unmasked Estep Score: -12239920.000000 Penalty: 5623.033203 Iteration 52Q: 3 clusters Score -1.223992e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 82318 members Entering Unmasked Estep Score: -12239920.000000 Penalty: 5623.033203 Iteration 53Q: 3 clusters Score -1.223992e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 82317 members Entering Unmasked Estep Score: -12239925.000000 Penalty: 5623.033203 Iteration 54Q: 3 clusters Score -1.223992e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 82319 members Entering Unmasked Estep Score: -12239929.000000 Penalty: 5623.033203 Iteration 55Q: 3 clusters Score -1.223993e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 82320 members Entering Unmasked Estep Score: -12239930.000000 Penalty: 5623.033203 Iteration 56Q: 3 clusters Score -1.223993e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 82321 members Entering Unmasked Estep Score: -12239926.000000 Penalty: 5623.033203 Iteration 57Q: 3 clusters Score -1.223993e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 82321 members Entering Unmasked Estep Score: -12239926.000000 Penalty: 5623.033203 Iteration 58F: 3 clusters Score -1.223993e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (51513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51513 members Entering Unmasked Estep Score: -7815296.500000 Penalty: 2690.698242 Iteration 0F: 2 clusters Score -7815296 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25845 members Mstep: Class 2 contains 25668 members Entering Unmasked Estep Score: -7780648.500000 Penalty: 5381.396484 Iteration 0F: 3 clusters Score -7780648 nChanged 23874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25659 members Mstep: Class 2 contains 25854 members Entering Unmasked Estep Score: -7794430.000000 Penalty: 5381.396484 Iteration 1F: 3 clusters Score -7794430 nChanged 3011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24966 members Mstep: Class 2 contains 26547 members Entering Unmasked Estep Score: -7796343.000000 Penalty: 5381.396484 Iteration 2F: 3 clusters Score -7796343 nChanged 3986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23888 members Mstep: Class 2 contains 27625 members Entering Unmasked Estep Score: -7799706.500000 Penalty: 5381.396484 Iteration 3F: 3 clusters Score -7799706 nChanged 4787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22709 members Mstep: Class 2 contains 28804 members Entering Unmasked Estep Score: -7804079.000000 Penalty: 5381.396484 Iteration 4F: 3 clusters Score -7804079 nChanged 4519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22140 members Mstep: Class 2 contains 29373 members Entering Unmasked Estep Score: -7807548.000000 Penalty: 5381.396484 Iteration 5F: 3 clusters Score -7807548 nChanged 3396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22266 members Mstep: Class 2 contains 29247 members Entering Unmasked Estep Score: -7809348.000000 Penalty: 5381.396484 Iteration 6F: 3 clusters Score -7809348 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22628 members Mstep: Class 2 contains 28885 members Entering Unmasked Estep Score: -7810101.500000 Penalty: 5381.396484 Iteration 7Q: 3 clusters Score -7810102 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23138 members Mstep: Class 2 contains 28375 members Entering Unmasked Estep Score: -7810413.500000 Penalty: 5381.396484 Iteration 8Q: 3 clusters Score -7810414 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23734 members Mstep: Class 2 contains 27779 members Entering Unmasked Estep Score: -7810593.000000 Penalty: 5381.396484 Iteration 9Q: 3 clusters Score -7810593 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24340 members Mstep: Class 2 contains 27173 members Entering Unmasked Estep Score: -7810729.500000 Penalty: 5381.396484 Iteration 10Q: 3 clusters Score -7810730 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24939 members Mstep: Class 2 contains 26574 members Entering Unmasked Estep Score: -7810839.500000 Penalty: 5381.396484 Iteration 11Q: 3 clusters Score -7810840 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25586 members Mstep: Class 2 contains 25927 members Entering Unmasked Estep Score: -7810958.500000 Penalty: 5381.396484 Iteration 12Q: 3 clusters Score -7810958 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26240 members Mstep: Class 2 contains 25273 members Entering Unmasked Estep Score: -7811052.500000 Penalty: 5381.396484 Iteration 13Q: 3 clusters Score -7811052 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26913 members Mstep: Class 2 contains 24600 members Entering Unmasked Estep Score: -7811191.000000 Penalty: 5381.396484 Iteration 14Q: 3 clusters Score -7811191 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27630 members Mstep: Class 2 contains 23883 members Entering Unmasked Estep 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Entering Unmasked Estep Score: -7811912.500000 Penalty: 5381.396484 Iteration 19Q: 3 clusters Score -7811912 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31469 members Mstep: Class 2 contains 20044 members Entering Unmasked Estep Score: -7812090.500000 Penalty: 5381.396484 Iteration 20F: 3 clusters Score -7812090 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32311 members Mstep: Class 2 contains 19202 members Entering Unmasked Estep Score: -7812242.500000 Penalty: 5381.396484 Iteration 21Q: 3 clusters Score -7812242 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33167 members Mstep: Class 2 contains 18346 members Entering Unmasked Estep Score: -7812465.000000 Penalty: 5381.396484 Iteration 22Q: 3 clusters Score -7812465 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33987 members Mstep: Class 2 contains 17526 members Entering Unmasked Estep Score: -7812588.000000 Penalty: 5381.396484 Iteration 23Q: 3 clusters Score -7812588 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34817 members Mstep: Class 2 contains 16696 members Entering Unmasked Estep Score: -7812766.000000 Penalty: 5381.396484 Iteration 24Q: 3 clusters Score -7812766 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35595 members Mstep: Class 2 contains 15918 members Entering Unmasked Estep Score: -7812938.000000 Penalty: 5381.396484 Iteration 25Q: 3 clusters Score -7812938 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36392 members Mstep: Class 2 contains 15121 members Entering Unmasked Estep Score: -7813087.500000 Penalty: 5381.396484 Iteration 26Q: 3 clusters Score -7813088 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37099 members Mstep: Class 2 contains 14414 members Entering Unmasked Estep Score: -7813247.500000 Penalty: 5381.396484 Iteration 27Q: 3 clusters Score -7813248 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37787 members Mstep: Class 2 contains 13726 members Entering Unmasked Estep Score: -7813389.500000 Penalty: 5381.396484 Iteration 28Q: 3 clusters Score -7813390 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38430 members Mstep: Class 2 contains 13083 members Entering Unmasked Estep Score: -7813526.500000 Penalty: 5381.396484 Iteration 29Q: 3 clusters Score -7813526 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39053 members Mstep: Class 2 contains 12460 members Entering Unmasked Estep Score: -7813663.000000 Penalty: 5381.396484 Iteration 30Q: 3 clusters Score -7813663 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39633 members Mstep: Class 2 contains 11880 members Entering Unmasked Estep Score: -7813796.000000 Penalty: 5381.396484 Iteration 31Q: 3 clusters Score -7813796 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40149 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -7813897.500000 Penalty: 5381.396484 Iteration 32Q: 3 clusters Score -7813898 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40631 members Mstep: Class 2 contains 10882 members Entering Unmasked Estep Score: -7813986.500000 Penalty: 5381.396484 Iteration 33Q: 3 clusters Score -7813986 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41070 members Mstep: Class 2 contains 10443 members Entering Unmasked Estep Score: -7814043.500000 Penalty: 5381.396484 Iteration 34Q: 3 clusters Score -7814044 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41504 members Mstep: Class 2 contains 10009 members Entering Unmasked Estep Score: -7814130.000000 Penalty: 5381.396484 Iteration 35Q: 3 clusters Score -7814130 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41906 members Mstep: Class 2 contains 9607 members Entering Unmasked Estep Score: -7814224.000000 Penalty: 5381.396484 Iteration 36Q: 3 clusters Score -7814224 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42272 members Mstep: Class 2 contains 9241 members Entering Unmasked Estep Score: -7814290.000000 Penalty: 5381.396484 Iteration 37Q: 3 clusters Score -7814290 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42554 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -7814297.000000 Penalty: 5381.396484 Iteration 38Q: 3 clusters Score -7814297 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42825 members Mstep: Class 2 contains 8688 members Entering Unmasked Estep Score: -7814337.500000 Penalty: 5381.396484 Iteration 39Q: 3 clusters Score -7814338 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43050 members Mstep: Class 2 contains 8463 members Entering Unmasked Estep Score: -7814373.000000 Penalty: 5381.396484 Iteration 40F: 3 clusters Score -7814373 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43259 members Mstep: Class 2 contains 8254 members Entering Unmasked Estep Score: -7814379.500000 Penalty: 5381.396484 Iteration 41Q: 3 clusters Score -7814380 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43443 members Mstep: Class 2 contains 8070 members Entering Unmasked Estep Score: -7814412.500000 Penalty: 5381.396484 Iteration 42Q: 3 clusters Score -7814412 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43625 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -7814430.000000 Penalty: 5381.396484 Iteration 43Q: 3 clusters Score -7814430 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43792 members Mstep: Class 2 contains 7721 members Entering Unmasked Estep Score: -7814460.500000 Penalty: 5381.396484 Iteration 44Q: 3 clusters Score -7814460 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43941 members Mstep: Class 2 contains 7572 members Entering Unmasked Estep Score: -7814475.000000 Penalty: 5381.396484 Iteration 45Q: 3 clusters Score -7814475 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44075 members Mstep: Class 2 contains 7438 members Entering Unmasked Estep Score: -7814499.000000 Penalty: 5381.396484 Iteration 46Q: 3 clusters Score -7814499 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44189 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -7814522.000000 Penalty: 5381.396484 Iteration 47Q: 3 clusters Score -7814522 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44284 members Mstep: Class 2 contains 7229 members Entering Unmasked Estep Score: -7814540.000000 Penalty: 5381.396484 Iteration 48Q: 3 clusters Score -7814540 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44365 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -7814548.500000 Penalty: 5381.396484 Iteration 49Q: 3 clusters Score -7814548 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44438 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -7814549.500000 Penalty: 5381.396484 Iteration 50Q: 3 clusters Score -7814550 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44510 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -7814563.000000 Penalty: 5381.396484 Iteration 51Q: 3 clusters Score -7814563 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44573 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -7814555.500000 Penalty: 5381.396484 Iteration 52Q: 3 clusters Score -7814556 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44636 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -7814564.000000 Penalty: 5381.396484 Iteration 53Q: 3 clusters Score -7814564 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44687 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -7814566.500000 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-7814616.000000 Penalty: 5381.396484 Iteration 58Q: 3 clusters Score -7814616 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44866 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -7814608.000000 Penalty: 5381.396484 Iteration 59Q: 3 clusters Score -7814608 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44886 members Mstep: Class 2 contains 6627 members Entering Unmasked Estep Score: -7814607.500000 Penalty: 5381.396484 Iteration 60F: 3 clusters Score -7814608 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44908 members Mstep: Class 2 contains 6605 members Entering Unmasked Estep Score: -7814612.000000 Penalty: 5381.396484 Iteration 61Q: 3 clusters Score -7814612 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44928 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -7814611.000000 Penalty: 5381.396484 Iteration 62Q: 3 clusters Score -7814611 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44945 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -7814609.000000 Penalty: 5381.396484 Iteration 63Q: 3 clusters Score -7814609 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44964 members Mstep: Class 2 contains 6549 members Entering Unmasked Estep Score: -7814600.000000 Penalty: 5381.396484 Iteration 64Q: 3 clusters Score -7814600 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44982 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -7814605.000000 Penalty: 5381.396484 Iteration 65Q: 3 clusters Score -7814605 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45003 members Mstep: Class 2 contains 6510 members Entering Unmasked Estep Score: -7814610.500000 Penalty: 5381.396484 Iteration 66Q: 3 clusters Score -7814610 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45027 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -7814615.500000 Penalty: 5381.396484 Iteration 67Q: 3 clusters Score -7814616 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45048 members Mstep: Class 2 contains 6465 members Entering Unmasked Estep Score: -7814608.000000 Penalty: 5381.396484 Iteration 68Q: 3 clusters Score -7814608 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45071 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -7814609.500000 Penalty: 5381.396484 Iteration 69Q: 3 clusters Score -7814610 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45087 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -7814607.000000 Penalty: 5381.396484 Iteration 70Q: 3 clusters Score -7814607 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45099 members Mstep: Class 2 contains 6414 members Entering Unmasked Estep Score: -7814619.000000 Penalty: 5381.396484 Iteration 71Q: 3 clusters Score -7814619 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45116 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -7814617.000000 Penalty: 5381.396484 Iteration 72Q: 3 clusters Score -7814617 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45128 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -7814614.500000 Penalty: 5381.396484 Iteration 73Q: 3 clusters Score -7814614 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45149 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -7814615.500000 Penalty: 5381.396484 Iteration 74Q: 3 clusters Score -7814616 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45160 members Mstep: Class 2 contains 6353 members Entering Unmasked Estep Score: -7814614.500000 Penalty: 5381.396484 Iteration 75Q: 3 clusters Score -7814614 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45176 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -7814621.500000 Penalty: 5381.396484 Iteration 76Q: 3 clusters Score -7814622 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45195 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -7814623.000000 Penalty: 5381.396484 Iteration 77Q: 3 clusters Score -7814623 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45213 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -7814628.500000 Penalty: 5381.396484 Iteration 78Q: 3 clusters Score -7814628 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45227 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -7814625.000000 Penalty: 5381.396484 Iteration 79Q: 3 clusters Score -7814625 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45235 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -7814634.000000 Penalty: 5381.396484 Iteration 80F: 3 clusters Score -7814634 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45246 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -7814625.000000 Penalty: 5381.396484 Iteration 81Q: 3 clusters Score -7814625 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45256 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -7814629.000000 Penalty: 5381.396484 Iteration 82Q: 3 clusters Score -7814629 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45269 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -7814631.000000 Penalty: 5381.396484 Iteration 83Q: 3 clusters Score -7814631 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45280 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -7814634.500000 Penalty: 5381.396484 Iteration 84Q: 3 clusters Score -7814634 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45287 members Mstep: Class 2 contains 6226 members Entering Unmasked Estep Score: -7814634.500000 Penalty: 5381.396484 Iteration 85Q: 3 clusters Score -7814634 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45294 members Mstep: Class 2 contains 6219 members Entering Unmasked Estep Score: -7814637.000000 Penalty: 5381.396484 Iteration 86Q: 3 clusters Score -7814637 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45300 members Mstep: Class 2 contains 6213 members Entering Unmasked Estep Score: -7814635.500000 Penalty: 5381.396484 Iteration 87Q: 3 clusters Score -7814636 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45309 members Mstep: Class 2 contains 6204 members Entering Unmasked Estep Score: -7814631.000000 Penalty: 5381.396484 Iteration 88Q: 3 clusters Score -7814631 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45316 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -7814626.000000 Penalty: 5381.396484 Iteration 89Q: 3 clusters Score -7814626 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45322 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -7814623.500000 Penalty: 5381.396484 Iteration 90Q: 3 clusters Score -7814624 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45323 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -7814621.000000 Penalty: 5381.396484 Iteration 91Q: 3 clusters Score -7814621 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45327 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -7814624.000000 Penalty: 5381.396484 Iteration 92Q: 3 clusters Score -7814624 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45333 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -7814623.500000 Penalty: 5381.396484 Iteration 93Q: 3 clusters Score -7814624 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45341 members Mstep: Class 2 contains 6172 members Entering Unmasked Estep Score: -7814615.000000 Penalty: 5381.396484 Iteration 94Q: 3 clusters Score -7814615 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45346 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -7814616.500000 Penalty: 5381.396484 Iteration 95Q: 3 clusters Score -7814616 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45350 members Mstep: Class 2 contains 6163 members Entering Unmasked Estep Score: -7814618.500000 Penalty: 5381.396484 Iteration 96Q: 3 clusters Score -7814618 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45354 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -7814618.000000 Penalty: 5381.396484 Iteration 97Q: 3 clusters Score -7814618 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45359 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -7814610.500000 Penalty: 5381.396484 Iteration 98Q: 3 clusters Score -7814610 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45361 members Mstep: Class 2 contains 6152 members Entering Unmasked Estep Score: -7814611.500000 Penalty: 5381.396484 Iteration 99Q: 3 clusters Score -7814612 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45363 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -7814619.500000 Penalty: 5381.396484 Iteration 100F: 3 clusters Score -7814620 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (10832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Entering Unmasked Estep Score: -1484099.000000 Penalty: 2303.984619 Iteration 0F: 2 clusters Score -1484099 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -1475904.875000 Penalty: 4607.969238 Iteration 0F: 3 clusters Score -1475905 nChanged 4610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -1478670.500000 Penalty: 4607.969238 Iteration 1F: 3 clusters Score -1478670 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -1479332.875000 Penalty: 4607.969238 Iteration 2F: 3 clusters Score -1479333 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 6158 members Entering Unmasked Estep Score: -1480035.500000 Penalty: 4607.969238 Iteration 3F: 3 clusters Score -1480036 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 6386 members Entering Unmasked Estep Score: -1480715.000000 Penalty: 4607.969238 Iteration 4F: 3 clusters Score -1480715 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 6587 members Entering Unmasked Estep Score: -1481294.625000 Penalty: 4607.969238 Iteration 5F: 3 clusters Score -1481295 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -1481744.000000 Penalty: 4607.969238 Iteration 6F: 3 clusters Score -1481744 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -1482038.125000 Penalty: 4607.969238 Iteration 7Q: 3 clusters Score -1482038 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -1482234.500000 Penalty: 4607.969238 Iteration 8Q: 3 clusters Score -1482234 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -1482362.625000 Penalty: 4607.969238 Iteration 9Q: 3 clusters Score -1482363 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 7159 members Entering Unmasked Estep Score: -1482467.750000 Penalty: 4607.969238 Iteration 10Q: 3 clusters Score -1482468 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -1482541.875000 Penalty: 4607.969238 Iteration 11Q: 3 clusters Score -1482542 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 7331 members Entering Unmasked Estep Score: -1482624.500000 Penalty: 4607.969238 Iteration 12Q: 3 clusters Score -1482624 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -1482706.375000 Penalty: 4607.969238 Iteration 13Q: 3 clusters Score -1482706 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 7519 members Entering Unmasked Estep Score: -1482796.125000 Penalty: 4607.969238 Iteration 14Q: 3 clusters Score -1482796 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -1482871.750000 Penalty: 4607.969238 Iteration 15Q: 3 clusters Score -1482872 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 7712 members Entering Unmasked Estep Score: -1482954.500000 Penalty: 4607.969238 Iteration 16Q: 3 clusters Score -1482954 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -1483026.625000 Penalty: 4607.969238 Iteration 17Q: 3 clusters Score -1483027 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -1483087.000000 Penalty: 4607.969238 Iteration 18Q: 3 clusters Score -1483087 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 7949 members Entering Unmasked Estep Score: -1483170.500000 Penalty: 4607.969238 Iteration 19Q: 3 clusters Score -1483170 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 8032 members Entering Unmasked Estep Score: -1483250.750000 Penalty: 4607.969238 Iteration 20F: 3 clusters Score -1483251 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 8107 members Entering Unmasked Estep Score: -1483330.000000 Penalty: 4607.969238 Iteration 21Q: 3 clusters Score -1483330 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 8187 members Entering Unmasked Estep Score: -1483394.625000 Penalty: 4607.969238 Iteration 22Q: 3 clusters Score -1483395 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -1483453.250000 Penalty: 4607.969238 Iteration 23Q: 3 clusters Score -1483453 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 8325 members Entering Unmasked Estep Score: -1483522.250000 Penalty: 4607.969238 Iteration 24Q: 3 clusters Score -1483522 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 8404 members Entering Unmasked Estep Score: -1483594.750000 Penalty: 4607.969238 Iteration 25Q: 3 clusters Score -1483595 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 8481 members Entering Unmasked Estep Score: -1483667.125000 Penalty: 4607.969238 Iteration 26Q: 3 clusters Score -1483667 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 8575 members Entering Unmasked Estep Score: -1483749.500000 Penalty: 4607.969238 Iteration 27Q: 3 clusters Score -1483750 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 8652 members Entering Unmasked Estep Score: -1483813.000000 Penalty: 4607.969238 Iteration 28Q: 3 clusters Score -1483813 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 8746 members Entering Unmasked Estep Score: -1483890.500000 Penalty: 4607.969238 Iteration 29Q: 3 clusters Score -1483890 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 8822 members Entering Unmasked Estep Score: -1483937.625000 Penalty: 4607.969238 Iteration 30Q: 3 clusters Score -1483938 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 8875 members Entering Unmasked Estep Score: -1483980.625000 Penalty: 4607.969238 Iteration 31Q: 3 clusters Score -1483981 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 8935 members Entering Unmasked Estep Score: -1484022.250000 Penalty: 4607.969238 Iteration 32Q: 3 clusters Score -1484022 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -1484070.000000 Penalty: 4607.969238 Iteration 33Q: 3 clusters Score -1484070 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 9034 members Entering Unmasked Estep Score: -1484096.875000 Penalty: 4607.969238 Iteration 34Q: 3 clusters Score -1484097 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 9059 members Entering Unmasked Estep Score: -1484103.375000 Penalty: 4607.969238 Iteration 35Q: 3 clusters Score -1484103 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 9078 members Entering Unmasked Estep Score: -1484117.875000 Penalty: 4607.969238 Iteration 36Q: 3 clusters Score -1484118 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 9096 members Entering Unmasked Estep Score: -1484130.750000 Penalty: 4607.969238 Iteration 37Q: 3 clusters Score -1484131 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 9109 members Entering Unmasked Estep Score: -1484132.875000 Penalty: 4607.969238 Iteration 38Q: 3 clusters Score -1484133 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 9124 members Entering Unmasked Estep Score: -1484146.000000 Penalty: 4607.969238 Iteration 39Q: 3 clusters Score -1484146 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 9139 members Entering Unmasked Estep Score: -1484149.625000 Penalty: 4607.969238 Iteration 40F: 3 clusters Score -1484150 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 9153 members Entering Unmasked Estep Score: -1484155.125000 Penalty: 4607.969238 Iteration 41Q: 3 clusters Score -1484155 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 9168 members Entering Unmasked Estep Score: -1484163.875000 Penalty: 4607.969238 Iteration 42Q: 3 clusters Score -1484164 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 9186 members Entering Unmasked Estep Score: -1484173.500000 Penalty: 4607.969238 Iteration 43Q: 3 clusters Score -1484174 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 9208 members Entering Unmasked Estep Score: -1484176.875000 Penalty: 4607.969238 Iteration 44Q: 3 clusters Score -1484177 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 9221 members Entering Unmasked Estep Score: -1484187.750000 Penalty: 4607.969238 Iteration 45Q: 3 clusters Score -1484188 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 9233 members Entering Unmasked Estep Score: -1484190.500000 Penalty: 4607.969238 Iteration 46Q: 3 clusters Score -1484190 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 9244 members Entering Unmasked Estep Score: -1484193.625000 Penalty: 4607.969238 Iteration 47Q: 3 clusters Score -1484194 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 9248 members Entering Unmasked Estep Score: -1484204.750000 Penalty: 4607.969238 Iteration 48Q: 3 clusters Score -1484205 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 9254 members Entering Unmasked Estep Score: -1484210.375000 Penalty: 4607.969238 Iteration 49Q: 3 clusters Score -1484210 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 9260 members Entering Unmasked Estep Score: -1484210.625000 Penalty: 4607.969238 Iteration 50Q: 3 clusters Score -1484211 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 9264 members Entering Unmasked Estep Score: -1484212.375000 Penalty: 4607.969238 Iteration 51Q: 3 clusters Score -1484212 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 9268 members Entering Unmasked Estep Score: -1484214.125000 Penalty: 4607.969238 Iteration 52Q: 3 clusters Score -1484214 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 9273 members Entering Unmasked Estep Score: -1484216.500000 Penalty: 4607.969238 Iteration 53Q: 3 clusters Score -1484216 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 9280 members Entering Unmasked Estep Score: -1484221.125000 Penalty: 4607.969238 Iteration 54Q: 3 clusters Score -1484221 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 9289 members Entering Unmasked Estep Score: -1484228.875000 Penalty: 4607.969238 Iteration 55Q: 3 clusters Score -1484229 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 9298 members Entering Unmasked Estep Score: -1484237.375000 Penalty: 4607.969238 Iteration 56Q: 3 clusters Score -1484237 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 9311 members Entering Unmasked Estep Score: -1484248.625000 Penalty: 4607.969238 Iteration 57Q: 3 clusters Score -1484249 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 9321 members Entering Unmasked Estep Score: -1484260.875000 Penalty: 4607.969238 Iteration 58Q: 3 clusters Score -1484261 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 9336 members Entering Unmasked Estep Score: -1484269.875000 Penalty: 4607.969238 Iteration 59Q: 3 clusters Score -1484270 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 9345 members Entering Unmasked Estep Score: -1484279.500000 Penalty: 4607.969238 Iteration 60F: 3 clusters Score -1484280 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 9353 members Entering Unmasked Estep Score: -1484293.375000 Penalty: 4607.969238 Iteration 61Q: 3 clusters Score -1484293 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 9365 members Entering Unmasked Estep Score: -1484305.750000 Penalty: 4607.969238 Iteration 62Q: 3 clusters Score -1484306 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 9383 members Entering Unmasked Estep Score: -1484331.125000 Penalty: 4607.969238 Iteration 63Q: 3 clusters Score -1484331 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 9395 members Entering Unmasked Estep Score: -1484347.125000 Penalty: 4607.969238 Iteration 64Q: 3 clusters Score -1484347 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 9407 members Entering Unmasked Estep Score: -1484357.625000 Penalty: 4607.969238 Iteration 65Q: 3 clusters Score -1484358 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 9409 members Entering Unmasked Estep Score: -1484366.125000 Penalty: 4607.969238 Iteration 66Q: 3 clusters Score -1484366 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 9409 members Entering Unmasked Estep Score: -1484371.500000 Penalty: 4607.969238 Iteration 67Q: 3 clusters Score -1484372 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 9416 members Entering Unmasked Estep Score: -1484379.250000 Penalty: 4607.969238 Iteration 68Q: 3 clusters Score -1484379 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 9422 members Entering Unmasked Estep Score: -1484385.250000 Penalty: 4607.969238 Iteration 69Q: 3 clusters Score -1484385 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 9432 members Entering Unmasked Estep Score: -1484400.125000 Penalty: 4607.969238 Iteration 70Q: 3 clusters Score -1484400 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 9442 members Entering Unmasked Estep Score: -1484411.125000 Penalty: 4607.969238 Iteration 71Q: 3 clusters Score -1484411 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 9448 members Entering Unmasked Estep Score: -1484418.375000 Penalty: 4607.969238 Iteration 72Q: 3 clusters Score -1484418 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 9458 members Entering Unmasked Estep Score: -1484421.500000 Penalty: 4607.969238 Iteration 73Q: 3 clusters Score -1484422 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 9464 members Entering Unmasked Estep Score: -1484430.250000 Penalty: 4607.969238 Iteration 74Q: 3 clusters Score -1484430 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 9469 members Entering Unmasked Estep Score: -1484439.625000 Penalty: 4607.969238 Iteration 75Q: 3 clusters Score -1484440 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 9480 members Entering Unmasked Estep Score: -1484450.375000 Penalty: 4607.969238 Iteration 76Q: 3 clusters Score -1484450 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 9488 members Entering Unmasked Estep Score: -1484458.750000 Penalty: 4607.969238 Iteration 77Q: 3 clusters Score -1484459 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 9496 members Entering Unmasked Estep Score: -1484464.625000 Penalty: 4607.969238 Iteration 78Q: 3 clusters Score -1484465 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 9499 members Entering Unmasked Estep Score: -1484464.000000 Penalty: 4607.969238 Iteration 79Q: 3 clusters Score -1484464 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 9502 members Entering Unmasked Estep Score: -1484468.500000 Penalty: 4607.969238 Iteration 80F: 3 clusters Score -1484468 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 9506 members Entering Unmasked Estep Score: -1484470.375000 Penalty: 4607.969238 Iteration 81Q: 3 clusters Score -1484470 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 9508 members Entering Unmasked Estep Score: -1484472.125000 Penalty: 4607.969238 Iteration 82Q: 3 clusters Score -1484472 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 9508 members Entering Unmasked Estep Score: -1484472.750000 Penalty: 4607.969238 Iteration 83Q: 3 clusters Score -1484473 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 9507 members Entering Unmasked Estep Score: -1484472.750000 Penalty: 4607.969238 Iteration 84Q: 3 clusters Score -1484473 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 9507 members Entering Unmasked Estep Score: -1484472.750000 Penalty: 4607.969238 Iteration 85F: 3 clusters Score -1484473 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83848 members Mstep: Class 2 contains 51513 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 3684 members Mstep: Class 5 contains 29343 members Mstep: Class 6 contains 4098 members Mstep: Class 7 contains 23078 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11104 members Mstep: Class 10 contains 7533 members Mstep: Class 11 contains 5522 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7810 members Mstep: Class 15 contains 1818 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105358 members Mstep: Class 18 contains 2743 members Mstep: Class 19 contains 8590 members Mstep: Class 20 contains 2775 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4761 members Mstep: Class 24 contains 12042 members Mstep: Class 25 contains 4882 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3617 members Mstep: Class 29 contains 6213 members Mstep: Class 30 contains 19450 members Mstep: Class 31 contains 9362 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16234 members Mstep: Class 34 contains 9507 members Entering Unmasked Estep Score: -65624288.000000 Penalty: 109646.468750 Splitting cluster 3 changes total score from -65625088.000000 to -65624288.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (3684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Entering Unmasked Estep Score: -565382.062500 Penalty: 2036.515137 Iteration 0F: 2 clusters Score -565382.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -561712.062500 Penalty: 4073.030273 Iteration 0F: 3 clusters Score -561712.1 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -562497.375000 Penalty: 4073.030273 Iteration 1F: 3 clusters Score -562497.4 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -562680.500000 Penalty: 4073.030273 Iteration 2F: 3 clusters Score -562680.5 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -562810.500000 Penalty: 4073.030273 Iteration 3F: 3 clusters Score -562810.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -562913.250000 Penalty: 4073.030273 Iteration 4Q: 3 clusters Score -562913.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -563008.625000 Penalty: 4073.030273 Iteration 5Q: 3 clusters Score -563008.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -563087.750000 Penalty: 4073.030273 Iteration 6Q: 3 clusters Score -563087.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -563162.187500 Penalty: 4073.030273 Iteration 7Q: 3 clusters Score -563162.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -563225.250000 Penalty: 4073.030273 Iteration 8Q: 3 clusters Score -563225.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -563276.187500 Penalty: 4073.030273 Iteration 9Q: 3 clusters Score -563276.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -563323.125000 Penalty: 4073.030273 Iteration 10Q: 3 clusters Score -563323.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -563372.562500 Penalty: 4073.030273 Iteration 11Q: 3 clusters Score -563372.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -563409.562500 Penalty: 4073.030273 Iteration 12Q: 3 clusters Score -563409.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -563432.687500 Penalty: 4073.030273 Iteration 13Q: 3 clusters Score -563432.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -563446.062500 Penalty: 4073.030273 Iteration 14Q: 3 clusters Score -563446.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -563464.250000 Penalty: 4073.030273 Iteration 15Q: 3 clusters Score -563464.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -563477.312500 Penalty: 4073.030273 Iteration 16Q: 3 clusters Score -563477.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -563488.437500 Penalty: 4073.030273 Iteration 17Q: 3 clusters Score -563488.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -563504.062500 Penalty: 4073.030273 Iteration 18Q: 3 clusters Score -563504.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -563519.375000 Penalty: 4073.030273 Iteration 19Q: 3 clusters Score -563519.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -563531.562500 Penalty: 4073.030273 Iteration 20F: 3 clusters Score -563531.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -563542.000000 Penalty: 4073.030273 Iteration 21Q: 3 clusters Score -563542 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -563547.625000 Penalty: 4073.030273 Iteration 22Q: 3 clusters Score -563547.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -563554.125000 Penalty: 4073.030273 Iteration 23Q: 3 clusters Score -563554.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -563558.250000 Penalty: 4073.030273 Iteration 24Q: 3 clusters Score -563558.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -563561.562500 Penalty: 4073.030273 Iteration 25Q: 3 clusters Score -563561.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -563561.187500 Penalty: 4073.030273 Iteration 26Q: 3 clusters Score -563561.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -563563.437500 Penalty: 4073.030273 Iteration 27Q: 3 clusters Score -563563.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -563563.937500 Penalty: 4073.030273 Iteration 28Q: 3 clusters Score -563563.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -563564.000000 Penalty: 4073.030273 Iteration 29Q: 3 clusters Score -563564 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -563565.875000 Penalty: 4073.030273 Iteration 30Q: 3 clusters Score -563565.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -563565.875000 Penalty: 4073.030273 Iteration 31F: 3 clusters Score -563565.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (29343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29343 members Entering Unmasked Estep Score: -4509282.000000 Penalty: 2551.128662 Iteration 0F: 2 clusters Score -4509282 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14764 members Mstep: Class 2 contains 14579 members Entering Unmasked Estep Score: -4489180.000000 Penalty: 5102.257324 Iteration 0F: 3 clusters Score -4489180 nChanged 13116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15754 members Mstep: Class 2 contains 13589 members Entering Unmasked Estep Score: -4496509.000000 Penalty: 5102.257324 Iteration 1F: 3 clusters Score -4496509 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16533 members Mstep: Class 2 contains 12810 members Entering Unmasked Estep Score: -4497374.000000 Penalty: 5102.257324 Iteration 2F: 3 clusters Score -4497374 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17655 members Mstep: Class 2 contains 11688 members Entering Unmasked Estep Score: -4498564.000000 Penalty: 5102.257324 Iteration 3F: 3 clusters Score -4498564 nChanged 2088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18911 members Mstep: Class 2 contains 10432 members Entering Unmasked Estep Score: -4499988.500000 Penalty: 5102.257324 Iteration 4F: 3 clusters Score -4499988 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20118 members Mstep: Class 2 contains 9225 members Entering Unmasked Estep Score: -4501281.000000 Penalty: 5102.257324 Iteration 5F: 3 clusters Score -4501281 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21123 members Mstep: Class 2 contains 8220 members Entering Unmasked Estep Score: -4502262.000000 Penalty: 5102.257324 Iteration 6F: 3 clusters Score -4502262 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21948 members Mstep: Class 2 contains 7395 members Entering Unmasked Estep Score: -4502934.500000 Penalty: 5102.257324 Iteration 7Q: 3 clusters Score -4502934 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22648 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -4503382.000000 Penalty: 5102.257324 Iteration 8Q: 3 clusters Score -4503382 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23281 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -4503765.000000 Penalty: 5102.257324 Iteration 9Q: 3 clusters Score -4503765 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23895 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -4504124.500000 Penalty: 5102.257324 Iteration 10Q: 3 clusters Score -4504124 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24505 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -4504485.500000 Penalty: 5102.257324 Iteration 11Q: 3 clusters Score -4504486 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25077 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -4504819.500000 Penalty: 5102.257324 Iteration 12Q: 3 clusters Score -4504820 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25590 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -4505116.500000 Penalty: 5102.257324 Iteration 13Q: 3 clusters Score -4505116 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26069 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -4505354.500000 Penalty: 5102.257324 Iteration 14Q: 3 clusters Score -4505354 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26515 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -4505576.500000 Penalty: 5102.257324 Iteration 15Q: 3 clusters Score -4505576 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26937 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -4505808.500000 Penalty: 5102.257324 Iteration 16Q: 3 clusters Score -4505808 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27311 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -4506037.000000 Penalty: 5102.257324 Iteration 17Q: 3 clusters Score -4506037 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27603 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -4506204.500000 Penalty: 5102.257324 Iteration 18Q: 3 clusters Score -4506204 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27839 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -4506350.000000 Penalty: 5102.257324 Iteration 19Q: 3 clusters Score -4506350 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28041 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -4506474.000000 Penalty: 5102.257324 Iteration 20F: 3 clusters Score -4506474 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28204 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -4506575.000000 Penalty: 5102.257324 Iteration 21Q: 3 clusters Score -4506575 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28338 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -4506661.000000 Penalty: 5102.257324 Iteration 22Q: 3 clusters Score -4506661 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28436 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -4506726.500000 Penalty: 5102.257324 Iteration 23Q: 3 clusters Score -4506726 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28519 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -4506804.000000 Penalty: 5102.257324 Iteration 24Q: 3 clusters Score -4506804 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28578 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -4506842.500000 Penalty: 5102.257324 Iteration 25Q: 3 clusters Score -4506842 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28619 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -4506883.000000 Penalty: 5102.257324 Iteration 26Q: 3 clusters Score -4506883 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28657 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -4506917.500000 Penalty: 5102.257324 Iteration 27Q: 3 clusters Score -4506918 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28691 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -4506948.500000 Penalty: 5102.257324 Iteration 28Q: 3 clusters Score -4506948 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28725 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -4506978.000000 Penalty: 5102.257324 Iteration 29Q: 3 clusters Score -4506978 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28749 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -4507002.000000 Penalty: 5102.257324 Iteration 30Q: 3 clusters Score -4507002 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28767 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -4507014.000000 Penalty: 5102.257324 Iteration 31Q: 3 clusters Score -4507014 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28779 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -4507023.000000 Penalty: 5102.257324 Iteration 32Q: 3 clusters Score -4507023 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28783 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -4507034.000000 Penalty: 5102.257324 Iteration 33Q: 3 clusters Score -4507034 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28785 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -4507040.500000 Penalty: 5102.257324 Iteration 34Q: 3 clusters Score -4507040 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28794 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -4507045.000000 Penalty: 5102.257324 Iteration 35Q: 3 clusters Score -4507045 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28798 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -4507055.000000 Penalty: 5102.257324 Iteration 36Q: 3 clusters Score -4507055 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28804 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -4507057.500000 Penalty: 5102.257324 Iteration 37Q: 3 clusters Score -4507058 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28812 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -4507064.500000 Penalty: 5102.257324 Iteration 38Q: 3 clusters Score -4507064 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28815 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -4507065.500000 Penalty: 5102.257324 Iteration 39Q: 3 clusters Score -4507066 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28819 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -4507072.000000 Penalty: 5102.257324 Iteration 40F: 3 clusters Score -4507072 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28823 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -4507073.000000 Penalty: 5102.257324 Iteration 41Q: 3 clusters Score -4507073 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28825 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -4507078.500000 Penalty: 5102.257324 Iteration 42Q: 3 clusters Score -4507078 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28826 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -4507078.500000 Penalty: 5102.257324 Iteration 43Q: 3 clusters Score -4507078 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28826 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -4507078.500000 Penalty: 5102.257324 Iteration 44F: 3 clusters Score -4507078 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4098 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Entering Unmasked Estep Score: -586603.562500 Penalty: 2062.927002 Iteration 0F: 2 clusters Score -586603.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -582778.125000 Penalty: 4125.854004 Iteration 0F: 3 clusters Score -582778.1 nChanged 1547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -583975.562500 Penalty: 4125.854004 Iteration 1F: 3 clusters Score -583975.6 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -584559.250000 Penalty: 4125.854004 Iteration 2F: 3 clusters Score -584559.2 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -585036.562500 Penalty: 4125.854004 Iteration 3F: 3 clusters Score -585036.6 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -585391.750000 Penalty: 4125.854004 Iteration 4F: 3 clusters Score -585391.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -585611.125000 Penalty: 4125.854004 Iteration 5Q: 3 clusters Score -585611.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -585750.125000 Penalty: 4125.854004 Iteration 6Q: 3 clusters Score -585750.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -585863.125000 Penalty: 4125.854004 Iteration 7Q: 3 clusters Score -585863.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -585945.312500 Penalty: 4125.854004 Iteration 8Q: 3 clusters Score -585945.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -586007.937500 Penalty: 4125.854004 Iteration 9Q: 3 clusters Score -586007.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -586059.625000 Penalty: 4125.854004 Iteration 10Q: 3 clusters Score -586059.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -586101.812500 Penalty: 4125.854004 Iteration 11Q: 3 clusters Score -586101.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -586162.812500 Penalty: 4125.854004 Iteration 12Q: 3 clusters Score -586162.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -586229.625000 Penalty: 4125.854004 Iteration 13Q: 3 clusters Score -586229.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -586309.625000 Penalty: 4125.854004 Iteration 14Q: 3 clusters Score -586309.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -586385.625000 Penalty: 4125.854004 Iteration 15Q: 3 clusters Score -586385.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -586439.625000 Penalty: 4125.854004 Iteration 16Q: 3 clusters Score -586439.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -586496.375000 Penalty: 4125.854004 Iteration 17Q: 3 clusters Score -586496.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -586534.500000 Penalty: 4125.854004 Iteration 18Q: 3 clusters Score -586534.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -586562.500000 Penalty: 4125.854004 Iteration 19Q: 3 clusters Score -586562.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -586581.437500 Penalty: 4125.854004 Iteration 20F: 3 clusters Score -586581.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -586599.125000 Penalty: 4125.854004 Iteration 21Q: 3 clusters Score -586599.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -586614.312500 Penalty: 4125.854004 Iteration 22Q: 3 clusters Score -586614.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -586625.875000 Penalty: 4125.854004 Iteration 23Q: 3 clusters Score -586625.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -586633.937500 Penalty: 4125.854004 Iteration 24Q: 3 clusters Score -586633.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -586638.250000 Penalty: 4125.854004 Iteration 25Q: 3 clusters Score -586638.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -586640.375000 Penalty: 4125.854004 Iteration 26Q: 3 clusters Score -586640.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -586642.000000 Penalty: 4125.854004 Iteration 27Q: 3 clusters Score -586642 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -586642.437500 Penalty: 4125.854004 Iteration 28Q: 3 clusters Score -586642.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -586643.187500 Penalty: 4125.854004 Iteration 29Q: 3 clusters Score -586643.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -586643.437500 Penalty: 4125.854004 Iteration 30Q: 3 clusters Score -586643.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -586644.000000 Penalty: 4125.854004 Iteration 31Q: 3 clusters Score -586644 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -586644.000000 Penalty: 4125.854004 Iteration 32F: 3 clusters Score -586644 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83848 members Mstep: Class 2 contains 51513 members Mstep: Class 3 contains 10832 members Mstep: Class 4 contains 3684 members Mstep: Class 5 contains 29343 members Mstep: Class 6 contains 1584 members Mstep: Class 7 contains 23078 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11104 members Mstep: Class 10 contains 7533 members Mstep: Class 11 contains 5522 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7810 members Mstep: Class 15 contains 1818 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105358 members Mstep: Class 18 contains 2743 members Mstep: Class 19 contains 8590 members Mstep: Class 20 contains 2775 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4761 members Mstep: Class 24 contains 12042 members Mstep: Class 25 contains 4882 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3617 members Mstep: Class 29 contains 6213 members Mstep: Class 30 contains 19450 members Mstep: Class 31 contains 9362 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16234 members Mstep: Class 34 contains 2514 members Entering Unmasked Estep Score: -65623800.000000 Penalty: 109646.468750 Splitting cluster 6 changes total score from -65625088.000000 to -65623800.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (23078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23078 members Entering Unmasked Estep Score: -3602084.250000 Penalty: 2491.565430 Iteration 0F: 2 clusters Score -3602084 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11515 members Mstep: Class 2 contains 11563 members Entering Unmasked Estep Score: -3585956.750000 Penalty: 4983.130859 Iteration 0F: 3 clusters Score -3585957 nChanged 10276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11179 members Mstep: Class 2 contains 11899 members Entering Unmasked Estep Score: -3591258.750000 Penalty: 4983.130859 Iteration 1F: 3 clusters Score -3591259 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10904 members Mstep: Class 2 contains 12174 members Entering Unmasked Estep Score: -3591734.500000 Penalty: 4983.130859 Iteration 2F: 3 clusters Score -3591734 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10498 members Mstep: Class 2 contains 12580 members Entering Unmasked Estep Score: -3592165.250000 Penalty: 4983.130859 Iteration 3F: 3 clusters Score -3592165 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9981 members Mstep: Class 2 contains 13097 members Entering Unmasked Estep Score: -3592612.250000 Penalty: 4983.130859 Iteration 4Q: 3 clusters Score -3592612 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9265 members Mstep: Class 2 contains 13813 members Entering Unmasked Estep Score: -3593178.000000 Penalty: 4983.130859 Iteration 5F: 3 clusters Score -3593178 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8358 members Mstep: Class 2 contains 14720 members Entering Unmasked Estep Score: -3593925.000000 Penalty: 4983.130859 Iteration 6F: 3 clusters Score -3593925 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 15771 members Entering Unmasked Estep Score: -3594829.000000 Penalty: 4983.130859 Iteration 7F: 3 clusters Score -3594829 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 16840 members Entering Unmasked Estep Score: -3595752.750000 Penalty: 4983.130859 Iteration 8F: 3 clusters Score -3595753 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 17821 members Entering Unmasked Estep Score: -3596562.250000 Penalty: 4983.130859 Iteration 9F: 3 clusters Score -3596562 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 18698 members Entering Unmasked Estep Score: -3597196.250000 Penalty: 4983.130859 Iteration 10Q: 3 clusters Score -3597196 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 19422 members Entering Unmasked Estep Score: -3597683.500000 Penalty: 4983.130859 Iteration 11Q: 3 clusters Score -3597684 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 20057 members Entering Unmasked Estep Score: -3598134.500000 Penalty: 4983.130859 Iteration 12Q: 3 clusters Score -3598134 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 20619 members Entering Unmasked Estep Score: -3598529.250000 Penalty: 4983.130859 Iteration 13Q: 3 clusters Score -3598529 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 21060 members Entering Unmasked Estep Score: -3598864.250000 Penalty: 4983.130859 Iteration 14Q: 3 clusters Score -3598864 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 21443 members Entering Unmasked Estep Score: -3599153.500000 Penalty: 4983.130859 Iteration 15Q: 3 clusters Score -3599154 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 21727 members Entering Unmasked Estep Score: -3599382.750000 Penalty: 4983.130859 Iteration 16Q: 3 clusters Score -3599383 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 21935 members Entering Unmasked Estep Score: -3599576.750000 Penalty: 4983.130859 Iteration 17Q: 3 clusters Score -3599577 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 22103 members Entering Unmasked Estep Score: -3599731.250000 Penalty: 4983.130859 Iteration 18Q: 3 clusters Score -3599731 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 22209 members Entering Unmasked Estep Score: -3599845.000000 Penalty: 4983.130859 Iteration 19Q: 3 clusters Score -3599845 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 22281 members Entering Unmasked Estep Score: -3599912.500000 Penalty: 4983.130859 Iteration 20F: 3 clusters Score -3599912 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 22336 members Entering Unmasked Estep Score: -3599954.500000 Penalty: 4983.130859 Iteration 21Q: 3 clusters Score -3599954 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 22373 members Entering Unmasked Estep Score: -3600004.250000 Penalty: 4983.130859 Iteration 22Q: 3 clusters Score -3600004 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 22393 members Entering Unmasked Estep Score: -3600030.750000 Penalty: 4983.130859 Iteration 23Q: 3 clusters Score -3600031 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 22402 members Entering Unmasked Estep Score: -3600050.500000 Penalty: 4983.130859 Iteration 24Q: 3 clusters Score -3600050 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 22422 members Entering Unmasked Estep Score: -3600075.250000 Penalty: 4983.130859 Iteration 25Q: 3 clusters Score -3600075 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 22439 members Entering Unmasked Estep Score: -3600087.000000 Penalty: 4983.130859 Iteration 26Q: 3 clusters Score -3600087 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 22452 members Entering Unmasked Estep Score: -3600110.500000 Penalty: 4983.130859 Iteration 27Q: 3 clusters Score -3600110 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 22463 members Entering Unmasked Estep Score: -3600126.750000 Penalty: 4983.130859 Iteration 28Q: 3 clusters Score -3600127 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 22466 members Entering Unmasked Estep Score: -3600142.500000 Penalty: 4983.130859 Iteration 29Q: 3 clusters Score -3600142 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 22472 members Entering Unmasked Estep Score: -3600149.250000 Penalty: 4983.130859 Iteration 30Q: 3 clusters Score -3600149 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 22479 members Entering Unmasked Estep Score: -3600155.250000 Penalty: 4983.130859 Iteration 31Q: 3 clusters Score -3600155 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 22483 members Entering Unmasked Estep Score: -3600156.750000 Penalty: 4983.130859 Iteration 32Q: 3 clusters Score -3600157 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 22487 members Entering Unmasked Estep Score: -3600162.750000 Penalty: 4983.130859 Iteration 33Q: 3 clusters Score -3600163 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 22486 members Entering Unmasked Estep Score: -3600161.500000 Penalty: 4983.130859 Iteration 34Q: 3 clusters Score -3600162 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 22487 members Entering Unmasked Estep Score: -3600160.000000 Penalty: 4983.130859 Iteration 35Q: 3 clusters Score -3600160 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 22487 members Entering Unmasked Estep Score: -3600160.000000 Penalty: 4983.130859 Iteration 36F: 3 clusters Score -3600160 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (405 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Entering Unmasked Estep Score: -44394.304688 Penalty: 1488.963989 Iteration 0F: 2 clusters Score -44394.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -43164.187500 Penalty: 2977.927979 Iteration 0F: 3 clusters Score -43164.19 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -43518.585938 Penalty: 2977.927979 Iteration 1F: 3 clusters Score -43518.59 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -43922.253906 Penalty: 2977.927979 Iteration 2F: 3 clusters Score -43922.25 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -44106.789062 Penalty: 2977.927979 Iteration 3F: 3 clusters Score -44106.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -44197.011719 Penalty: 2977.927979 Iteration 4Q: 3 clusters Score -44197.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -44254.542969 Penalty: 2977.927979 Iteration 5Q: 3 clusters Score -44254.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -44278.562500 Penalty: 2977.927979 Iteration 6Q: 3 clusters Score -44278.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -44303.972656 Penalty: 2977.927979 Iteration 7Q: 3 clusters Score -44303.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -44341.503906 Penalty: 2977.927979 Iteration 8Q: 3 clusters Score -44341.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -44393.933594 Penalty: 2977.927979 Iteration 9Q: 3 clusters Score -44393.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -44412.378906 Penalty: 2977.927979 Iteration 10Q: 3 clusters Score -44412.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -44414.023438 Penalty: 2977.927979 Iteration 11F: 3 clusters Score -44414.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -44425.421875 Penalty: 2977.927979 Iteration 12Q: 3 clusters Score -44425.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -44433.027344 Penalty: 2977.927979 Iteration 13Q: 3 clusters Score -44433.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -44433.945312 Penalty: 2977.927979 Iteration 14Q: 3 clusters Score -44433.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -44433.945312 Penalty: 2977.927979 Iteration 15F: 3 clusters Score -44433.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83848 members Mstep: Class 2 contains 51513 members Mstep: Class 3 contains 10832 members Mstep: Class 4 contains 3684 members Mstep: Class 5 contains 29343 members Mstep: Class 6 contains 4098 members Mstep: Class 7 contains 23078 members Mstep: Class 8 contains 109 members Mstep: Class 9 contains 11104 members Mstep: Class 10 contains 7533 members Mstep: Class 11 contains 5522 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7810 members Mstep: Class 15 contains 1818 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105358 members Mstep: Class 18 contains 2743 members Mstep: Class 19 contains 8590 members Mstep: Class 20 contains 2775 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4761 members Mstep: Class 24 contains 12042 members Mstep: Class 25 contains 4882 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3617 members Mstep: Class 29 contains 6213 members Mstep: Class 30 contains 19450 members Mstep: Class 31 contains 9362 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16234 members Mstep: Class 34 contains 296 members Entering Unmasked Estep Score: -65623208.000000 Penalty: 109646.468750 Splitting cluster 8 changes total score from -65625088.000000 to -65623208.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (11104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11104 members Entering Unmasked Estep Score: -1584804.000000 Penalty: 2310.135010 Iteration 0F: 2 clusters Score -1584804 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -1576484.875000 Penalty: 4620.270020 Iteration 0F: 3 clusters Score -1576485 nChanged 4645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -1579279.375000 Penalty: 4620.270020 Iteration 1F: 3 clusters Score -1579279 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -1579951.500000 Penalty: 4620.270020 Iteration 2F: 3 clusters Score -1579952 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5456 members Mstep: Class 2 contains 5648 members Entering Unmasked Estep Score: -1580608.500000 Penalty: 4620.270020 Iteration 3F: 3 clusters Score -1580608 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -1581145.000000 Penalty: 4620.270020 Iteration 4F: 3 clusters Score -1581145 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -1581521.125000 Penalty: 4620.270020 Iteration 5F: 3 clusters Score -1581521 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -1581831.625000 Penalty: 4620.270020 Iteration 6Q: 3 clusters Score -1581832 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -1582072.000000 Penalty: 4620.270020 Iteration 7Q: 3 clusters Score -1582072 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -1582226.125000 Penalty: 4620.270020 Iteration 8Q: 3 clusters Score -1582226 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -1582337.875000 Penalty: 4620.270020 Iteration 9Q: 3 clusters Score -1582338 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -1582408.000000 Penalty: 4620.270020 Iteration 10Q: 3 clusters Score -1582408 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -1582456.875000 Penalty: 4620.270020 Iteration 11Q: 3 clusters Score -1582457 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -1582503.250000 Penalty: 4620.270020 Iteration 12Q: 3 clusters Score -1582503 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 6864 members Entering Unmasked Estep Score: -1582535.375000 Penalty: 4620.270020 Iteration 13Q: 3 clusters Score -1582535 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 6946 members Entering Unmasked Estep Score: -1582563.625000 Penalty: 4620.270020 Iteration 14Q: 3 clusters Score -1582564 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -1582595.375000 Penalty: 4620.270020 Iteration 15Q: 3 clusters Score -1582595 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -1582625.750000 Penalty: 4620.270020 Iteration 16Q: 3 clusters Score -1582626 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 7223 members Entering Unmasked Estep Score: -1582660.750000 Penalty: 4620.270020 Iteration 17Q: 3 clusters Score -1582661 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -1582700.875000 Penalty: 4620.270020 Iteration 18Q: 3 clusters Score -1582701 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 7388 members Entering Unmasked Estep Score: -1582717.875000 Penalty: 4620.270020 Iteration 19Q: 3 clusters Score -1582718 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 7450 members Entering Unmasked Estep Score: -1582731.750000 Penalty: 4620.270020 Iteration 20F: 3 clusters Score -1582732 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 7515 members Entering Unmasked Estep Score: -1582747.750000 Penalty: 4620.270020 Iteration 21Q: 3 clusters Score -1582748 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 7577 members Entering Unmasked Estep Score: -1582765.125000 Penalty: 4620.270020 Iteration 22Q: 3 clusters Score -1582765 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -1582784.375000 Penalty: 4620.270020 Iteration 23Q: 3 clusters Score -1582784 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 7720 members Entering Unmasked Estep Score: -1582811.375000 Penalty: 4620.270020 Iteration 24Q: 3 clusters Score -1582811 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 7789 members Entering Unmasked Estep Score: -1582830.500000 Penalty: 4620.270020 Iteration 25Q: 3 clusters Score -1582830 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -1582856.625000 Penalty: 4620.270020 Iteration 26Q: 3 clusters Score -1582857 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -1582884.000000 Penalty: 4620.270020 Iteration 27Q: 3 clusters Score -1582884 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -1582905.125000 Penalty: 4620.270020 Iteration 28Q: 3 clusters Score -1582905 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -1582926.500000 Penalty: 4620.270020 Iteration 29Q: 3 clusters Score -1582926 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 8174 members Entering Unmasked Estep Score: -1582948.750000 Penalty: 4620.270020 Iteration 30Q: 3 clusters Score -1582949 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 8250 members Entering Unmasked Estep Score: -1582968.750000 Penalty: 4620.270020 Iteration 31Q: 3 clusters Score -1582969 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 8320 members Entering Unmasked Estep Score: -1582986.625000 Penalty: 4620.270020 Iteration 32Q: 3 clusters Score -1582987 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 8400 members Entering Unmasked Estep Score: -1583014.375000 Penalty: 4620.270020 Iteration 33Q: 3 clusters Score -1583014 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 8489 members Entering Unmasked Estep Score: -1583046.125000 Penalty: 4620.270020 Iteration 34Q: 3 clusters Score -1583046 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 8572 members Entering Unmasked Estep Score: -1583073.125000 Penalty: 4620.270020 Iteration 35Q: 3 clusters Score -1583073 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 8658 members Entering Unmasked Estep Score: -1583103.250000 Penalty: 4620.270020 Iteration 36Q: 3 clusters Score -1583103 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 8736 members Entering Unmasked Estep Score: -1583127.500000 Penalty: 4620.270020 Iteration 37Q: 3 clusters Score -1583128 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 8813 members Entering Unmasked Estep Score: -1583160.500000 Penalty: 4620.270020 Iteration 38Q: 3 clusters Score -1583160 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 8882 members Entering Unmasked Estep Score: -1583191.875000 Penalty: 4620.270020 Iteration 39Q: 3 clusters Score -1583192 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -1583235.625000 Penalty: 4620.270020 Iteration 40F: 3 clusters Score -1583236 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 9063 members Entering Unmasked Estep Score: -1583283.750000 Penalty: 4620.270020 Iteration 41Q: 3 clusters Score -1583284 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 9155 members Entering Unmasked Estep Score: -1583334.875000 Penalty: 4620.270020 Iteration 42Q: 3 clusters Score -1583335 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 9251 members Entering Unmasked Estep Score: -1583374.500000 Penalty: 4620.270020 Iteration 43Q: 3 clusters Score -1583374 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 9339 members Entering Unmasked Estep Score: -1583412.250000 Penalty: 4620.270020 Iteration 44Q: 3 clusters Score -1583412 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 9423 members Entering Unmasked Estep Score: -1583448.875000 Penalty: 4620.270020 Iteration 45Q: 3 clusters Score -1583449 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 9495 members Entering Unmasked Estep Score: -1583480.125000 Penalty: 4620.270020 Iteration 46Q: 3 clusters Score -1583480 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 9549 members Entering Unmasked Estep Score: -1583497.875000 Penalty: 4620.270020 Iteration 47Q: 3 clusters Score -1583498 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 9594 members Entering Unmasked Estep Score: -1583511.750000 Penalty: 4620.270020 Iteration 48Q: 3 clusters Score -1583512 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 9636 members Entering Unmasked Estep Score: -1583533.500000 Penalty: 4620.270020 Iteration 49Q: 3 clusters Score -1583534 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 9666 members Entering Unmasked Estep Score: -1583551.625000 Penalty: 4620.270020 Iteration 50Q: 3 clusters Score -1583552 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 9690 members Entering Unmasked Estep Score: -1583565.625000 Penalty: 4620.270020 Iteration 51Q: 3 clusters Score -1583566 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 9720 members Entering Unmasked Estep Score: -1583579.125000 Penalty: 4620.270020 Iteration 52Q: 3 clusters Score -1583579 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 9747 members Entering Unmasked Estep Score: -1583586.250000 Penalty: 4620.270020 Iteration 53Q: 3 clusters Score -1583586 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 9766 members Entering Unmasked Estep Score: -1583597.625000 Penalty: 4620.270020 Iteration 54Q: 3 clusters Score -1583598 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 9782 members Entering Unmasked Estep Score: -1583606.750000 Penalty: 4620.270020 Iteration 55Q: 3 clusters Score -1583607 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 9802 members Entering Unmasked Estep Score: -1583615.250000 Penalty: 4620.270020 Iteration 56Q: 3 clusters Score -1583615 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 9831 members Entering Unmasked Estep Score: -1583639.000000 Penalty: 4620.270020 Iteration 57Q: 3 clusters Score -1583639 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 9853 members Entering Unmasked Estep Score: -1583652.250000 Penalty: 4620.270020 Iteration 58Q: 3 clusters Score -1583652 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 9877 members Entering Unmasked Estep Score: -1583671.250000 Penalty: 4620.270020 Iteration 59Q: 3 clusters Score -1583671 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 9891 members Entering Unmasked Estep Score: -1583683.375000 Penalty: 4620.270020 Iteration 60F: 3 clusters Score -1583683 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 9909 members Entering Unmasked Estep Score: -1583697.625000 Penalty: 4620.270020 Iteration 61Q: 3 clusters Score -1583698 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 9926 members Entering Unmasked Estep Score: -1583710.625000 Penalty: 4620.270020 Iteration 62Q: 3 clusters Score -1583711 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 9944 members Entering Unmasked Estep Score: -1583734.500000 Penalty: 4620.270020 Iteration 63Q: 3 clusters Score -1583734 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 9964 members Entering Unmasked Estep Score: -1583750.000000 Penalty: 4620.270020 Iteration 64Q: 3 clusters Score -1583750 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 9976 members Entering Unmasked Estep Score: -1583763.125000 Penalty: 4620.270020 Iteration 65Q: 3 clusters Score -1583763 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 9984 members Entering Unmasked Estep Score: -1583768.750000 Penalty: 4620.270020 Iteration 66Q: 3 clusters Score -1583769 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 9994 members Entering Unmasked Estep Score: -1583781.375000 Penalty: 4620.270020 Iteration 67Q: 3 clusters Score -1583781 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 10009 members Entering Unmasked Estep Score: -1583789.375000 Penalty: 4620.270020 Iteration 68Q: 3 clusters Score -1583789 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 10021 members Entering Unmasked Estep Score: -1583792.750000 Penalty: 4620.270020 Iteration 69Q: 3 clusters Score -1583793 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 10029 members Entering Unmasked Estep Score: -1583799.875000 Penalty: 4620.270020 Iteration 70Q: 3 clusters Score -1583800 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 10035 members Entering Unmasked Estep Score: -1583805.875000 Penalty: 4620.270020 Iteration 71Q: 3 clusters Score -1583806 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 10045 members Entering Unmasked Estep Score: -1583809.625000 Penalty: 4620.270020 Iteration 72Q: 3 clusters Score -1583810 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 10049 members Entering Unmasked Estep Score: -1583808.625000 Penalty: 4620.270020 Iteration 73Q: 3 clusters Score -1583809 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 10052 members Entering Unmasked Estep Score: -1583815.125000 Penalty: 4620.270020 Iteration 74Q: 3 clusters Score -1583815 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 10057 members Entering Unmasked Estep Score: -1583818.875000 Penalty: 4620.270020 Iteration 75Q: 3 clusters Score -1583819 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 10063 members Entering Unmasked Estep Score: -1583825.125000 Penalty: 4620.270020 Iteration 76Q: 3 clusters Score -1583825 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 10065 members Entering Unmasked Estep Score: -1583829.625000 Penalty: 4620.270020 Iteration 77Q: 3 clusters Score -1583830 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 10066 members Entering Unmasked Estep Score: -1583833.125000 Penalty: 4620.270020 Iteration 78Q: 3 clusters Score -1583833 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 10068 members Entering Unmasked Estep Score: -1583833.500000 Penalty: 4620.270020 Iteration 79Q: 3 clusters Score -1583834 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 10068 members Entering Unmasked Estep Score: -1583833.500000 Penalty: 4620.270020 Iteration 80F: 3 clusters Score -1583834 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (7533 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7533 members Entering Unmasked Estep Score: -1133458.250000 Penalty: 2213.907959 Iteration 0F: 2 clusters Score -1133458 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -1127392.750000 Penalty: 4427.815918 Iteration 0F: 3 clusters Score -1127393 nChanged 3028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1129039.125000 Penalty: 4427.815918 Iteration 1F: 3 clusters Score -1129039 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -1129328.750000 Penalty: 4427.815918 Iteration 2F: 3 clusters Score -1129329 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -1129620.375000 Penalty: 4427.815918 Iteration 3F: 3 clusters Score -1129620 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -1129887.375000 Penalty: 4427.815918 Iteration 4F: 3 clusters Score -1129887 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -1130164.500000 Penalty: 4427.815918 Iteration 5F: 3 clusters Score -1130164 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -1130447.500000 Penalty: 4427.815918 Iteration 6F: 3 clusters Score -1130448 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -1130691.375000 Penalty: 4427.815918 Iteration 7Q: 3 clusters Score -1130691 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -1130884.250000 Penalty: 4427.815918 Iteration 8Q: 3 clusters Score -1130884 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -1131032.625000 Penalty: 4427.815918 Iteration 9Q: 3 clusters Score -1131033 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -1131138.125000 Penalty: 4427.815918 Iteration 10Q: 3 clusters Score -1131138 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -1131203.625000 Penalty: 4427.815918 Iteration 11Q: 3 clusters Score -1131204 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -1131244.250000 Penalty: 4427.815918 Iteration 12Q: 3 clusters Score -1131244 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -1131281.375000 Penalty: 4427.815918 Iteration 13Q: 3 clusters Score -1131281 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -1131310.000000 Penalty: 4427.815918 Iteration 14Q: 3 clusters Score -1131310 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -1131325.000000 Penalty: 4427.815918 Iteration 15Q: 3 clusters Score -1131325 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -1131340.250000 Penalty: 4427.815918 Iteration 16Q: 3 clusters Score -1131340 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -1131352.000000 Penalty: 4427.815918 Iteration 17Q: 3 clusters Score -1131352 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -1131362.000000 Penalty: 4427.815918 Iteration 18Q: 3 clusters Score -1131362 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -1131370.750000 Penalty: 4427.815918 Iteration 19Q: 3 clusters Score -1131371 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -1131378.375000 Penalty: 4427.815918 Iteration 20F: 3 clusters Score -1131378 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -1131385.125000 Penalty: 4427.815918 Iteration 21Q: 3 clusters Score -1131385 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -1131387.000000 Penalty: 4427.815918 Iteration 22Q: 3 clusters Score -1131387 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -1131396.250000 Penalty: 4427.815918 Iteration 23Q: 3 clusters Score -1131396 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -1131400.000000 Penalty: 4427.815918 Iteration 24Q: 3 clusters Score -1131400 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -1131403.375000 Penalty: 4427.815918 Iteration 25Q: 3 clusters Score -1131403 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -1131406.125000 Penalty: 4427.815918 Iteration 26Q: 3 clusters Score -1131406 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -1131407.500000 Penalty: 4427.815918 Iteration 27Q: 3 clusters Score -1131408 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -1131411.125000 Penalty: 4427.815918 Iteration 28Q: 3 clusters Score -1131411 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -1131416.250000 Penalty: 4427.815918 Iteration 29Q: 3 clusters Score -1131416 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -1131420.750000 Penalty: 4427.815918 Iteration 30Q: 3 clusters Score -1131421 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -1131423.875000 Penalty: 4427.815918 Iteration 31Q: 3 clusters Score -1131424 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -1131423.875000 Penalty: 4427.815918 Iteration 32Q: 3 clusters Score -1131424 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -1131425.500000 Penalty: 4427.815918 Iteration 33Q: 3 clusters Score -1131426 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1131427.750000 Penalty: 4427.815918 Iteration 34Q: 3 clusters Score -1131428 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -1131428.125000 Penalty: 4427.815918 Iteration 35Q: 3 clusters Score -1131428 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -1131427.875000 Penalty: 4427.815918 Iteration 36Q: 3 clusters Score -1131428 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -1131427.250000 Penalty: 4427.815918 Iteration 37Q: 3 clusters Score -1131427 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -1131431.750000 Penalty: 4427.815918 Iteration 38Q: 3 clusters Score -1131432 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1131437.375000 Penalty: 4427.815918 Iteration 39Q: 3 clusters Score -1131437 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -1131436.500000 Penalty: 4427.815918 Iteration 40F: 3 clusters Score -1131436 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -1131437.750000 Penalty: 4427.815918 Iteration 41Q: 3 clusters Score -1131438 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -1131440.125000 Penalty: 4427.815918 Iteration 42Q: 3 clusters Score -1131440 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1131440.750000 Penalty: 4427.815918 Iteration 43Q: 3 clusters Score -1131441 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -1131441.000000 Penalty: 4427.815918 Iteration 44Q: 3 clusters Score -1131441 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1131441.750000 Penalty: 4427.815918 Iteration 45Q: 3 clusters Score -1131442 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -1131441.500000 Penalty: 4427.815918 Iteration 46Q: 3 clusters Score -1131442 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1131441.000000 Penalty: 4427.815918 Iteration 47Q: 3 clusters Score -1131441 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -1131440.875000 Penalty: 4427.815918 Iteration 48Q: 3 clusters Score -1131441 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -1131444.000000 Penalty: 4427.815918 Iteration 49Q: 3 clusters Score -1131444 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -1131444.125000 Penalty: 4427.815918 Iteration 50Q: 3 clusters Score -1131444 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -1131443.000000 Penalty: 4427.815918 Iteration 51Q: 3 clusters Score -1131443 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -1131443.000000 Penalty: 4427.815918 Iteration 52F: 3 clusters Score -1131443 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Entering Unmasked Estep Score: -829791.812500 Penalty: 2136.890869 Iteration 0F: 2 clusters Score -829791.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -824913.875000 Penalty: 4273.781738 Iteration 0F: 3 clusters Score -824913.9 nChanged 2168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -826093.000000 Penalty: 4273.781738 Iteration 1F: 3 clusters Score -826093 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -826378.437500 Penalty: 4273.781738 Iteration 2F: 3 clusters Score -826378.4 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -826639.375000 Penalty: 4273.781738 Iteration 3F: 3 clusters Score -826639.4 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -826873.500000 Penalty: 4273.781738 Iteration 4F: 3 clusters Score -826873.5 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -827061.750000 Penalty: 4273.781738 Iteration 5Q: 3 clusters Score -827061.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -827205.437500 Penalty: 4273.781738 Iteration 6Q: 3 clusters Score -827205.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -827347.562500 Penalty: 4273.781738 Iteration 7Q: 3 clusters Score -827347.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -827472.500000 Penalty: 4273.781738 Iteration 8Q: 3 clusters Score -827472.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -827563.062500 Penalty: 4273.781738 Iteration 9Q: 3 clusters Score -827563.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -827629.125000 Penalty: 4273.781738 Iteration 10Q: 3 clusters Score -827629.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -827673.625000 Penalty: 4273.781738 Iteration 11Q: 3 clusters Score -827673.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -827700.937500 Penalty: 4273.781738 Iteration 12Q: 3 clusters Score -827700.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -827721.625000 Penalty: 4273.781738 Iteration 13Q: 3 clusters Score -827721.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -827740.312500 Penalty: 4273.781738 Iteration 14Q: 3 clusters Score -827740.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -827758.062500 Penalty: 4273.781738 Iteration 15Q: 3 clusters Score -827758.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -827774.000000 Penalty: 4273.781738 Iteration 16Q: 3 clusters Score -827774 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -827783.625000 Penalty: 4273.781738 Iteration 17Q: 3 clusters Score -827783.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -827791.375000 Penalty: 4273.781738 Iteration 18Q: 3 clusters Score -827791.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -827802.875000 Penalty: 4273.781738 Iteration 19Q: 3 clusters Score -827802.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -827813.312500 Penalty: 4273.781738 Iteration 20F: 3 clusters Score -827813.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -827821.250000 Penalty: 4273.781738 Iteration 21Q: 3 clusters Score -827821.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -827826.187500 Penalty: 4273.781738 Iteration 22Q: 3 clusters Score -827826.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -827833.187500 Penalty: 4273.781738 Iteration 23Q: 3 clusters Score -827833.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -827839.312500 Penalty: 4273.781738 Iteration 24Q: 3 clusters Score -827839.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -827847.250000 Penalty: 4273.781738 Iteration 25Q: 3 clusters Score -827847.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -827855.437500 Penalty: 4273.781738 Iteration 26Q: 3 clusters Score -827855.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -827862.500000 Penalty: 4273.781738 Iteration 27Q: 3 clusters Score -827862.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -827871.437500 Penalty: 4273.781738 Iteration 28Q: 3 clusters Score -827871.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -827876.125000 Penalty: 4273.781738 Iteration 29Q: 3 clusters Score -827876.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -827880.812500 Penalty: 4273.781738 Iteration 30Q: 3 clusters Score -827880.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -827885.312500 Penalty: 4273.781738 Iteration 31Q: 3 clusters Score -827885.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -827889.125000 Penalty: 4273.781738 Iteration 32Q: 3 clusters Score -827889.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -827895.375000 Penalty: 4273.781738 Iteration 33Q: 3 clusters Score -827895.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -827904.062500 Penalty: 4273.781738 Iteration 34Q: 3 clusters Score -827904.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -827906.187500 Penalty: 4273.781738 Iteration 35Q: 3 clusters Score -827906.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -827908.125000 Penalty: 4273.781738 Iteration 36Q: 3 clusters Score -827908.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -827910.000000 Penalty: 4273.781738 Iteration 37Q: 3 clusters Score -827910 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -827909.812500 Penalty: 4273.781738 Iteration 38Q: 3 clusters Score -827909.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -827910.875000 Penalty: 4273.781738 Iteration 39Q: 3 clusters Score -827910.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -827913.250000 Penalty: 4273.781738 Iteration 40F: 3 clusters Score -827913.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -827914.750000 Penalty: 4273.781738 Iteration 41Q: 3 clusters Score -827914.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -827914.875000 Penalty: 4273.781738 Iteration 42Q: 3 clusters Score -827914.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -827916.187500 Penalty: 4273.781738 Iteration 43Q: 3 clusters Score -827916.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -827916.500000 Penalty: 4273.781738 Iteration 44Q: 3 clusters Score -827916.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -827918.437500 Penalty: 4273.781738 Iteration 45Q: 3 clusters Score -827918.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -827919.000000 Penalty: 4273.781738 Iteration 46Q: 3 clusters Score -827919 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -827918.812500 Penalty: 4273.781738 Iteration 47Q: 3 clusters Score -827918.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -827918.500000 Penalty: 4273.781738 Iteration 48Q: 3 clusters Score -827918.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -827918.500000 Penalty: 4273.781738 Iteration 49F: 3 clusters Score -827918.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Entering Unmasked Estep Score: -63009.675781 Penalty: 1512.879150 Iteration 0F: 2 clusters Score -63009.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -61621.328125 Penalty: 3025.758301 Iteration 0F: 3 clusters Score -61621.33 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -61787.035156 Penalty: 3025.758301 Iteration 1F: 3 clusters Score -61787.04 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -61841.832031 Penalty: 3025.758301 Iteration 2Q: 3 clusters Score -61841.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -61847.925781 Penalty: 3025.758301 Iteration 3Q: 3 clusters Score -61847.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -61859.796875 Penalty: 3025.758301 Iteration 4Q: 3 clusters Score -61859.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -61871.015625 Penalty: 3025.758301 Iteration 5Q: 3 clusters Score -61871.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -61873.941406 Penalty: 3025.758301 Iteration 6Q: 3 clusters Score -61873.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -61875.835938 Penalty: 3025.758301 Iteration 7Q: 3 clusters Score -61875.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -61885.695312 Penalty: 3025.758301 Iteration 8Q: 3 clusters Score -61885.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -61887.101562 Penalty: 3025.758301 Iteration 9Q: 3 clusters Score -61887.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -61887.101562 Penalty: 3025.758301 Iteration 10F: 3 clusters Score -61887.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Entering Unmasked Estep Score: -35534.394531 Penalty: 1385.637695 Iteration 0F: 2 clusters Score -35534.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -34352.296875 Penalty: 2771.275391 Iteration 0F: 3 clusters Score -34352.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -34436.671875 Penalty: 2771.275391 Iteration 1F: 3 clusters Score -34436.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -34460.070312 Penalty: 2771.275391 Iteration 2Q: 3 clusters Score -34460.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -34472.734375 Penalty: 2771.275391 Iteration 3Q: 3 clusters Score -34472.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -34479.324219 Penalty: 2771.275391 Iteration 4Q: 3 clusters Score -34479.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -34486.082031 Penalty: 2771.275391 Iteration 5Q: 3 clusters Score -34486.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -34486.082031 Penalty: 2771.275391 Iteration 6F: 3 clusters Score -34486.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (7810 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7810 members Entering Unmasked Estep Score: -1138787.000000 Penalty: 2222.863770 Iteration 0F: 2 clusters Score -1138787 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -1132497.125000 Penalty: 4445.727539 Iteration 0F: 3 clusters Score -1132497 nChanged 3102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -1134241.625000 Penalty: 4445.727539 Iteration 1F: 3 clusters Score -1134242 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -1134568.875000 Penalty: 4445.727539 Iteration 2F: 3 clusters Score -1134569 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -1134777.875000 Penalty: 4445.727539 Iteration 3F: 3 clusters Score -1134778 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -1134930.875000 Penalty: 4445.727539 Iteration 4Q: 3 clusters Score -1134931 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -1135077.750000 Penalty: 4445.727539 Iteration 5Q: 3 clusters Score -1135078 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -1135201.625000 Penalty: 4445.727539 Iteration 6Q: 3 clusters Score -1135202 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -1135329.000000 Penalty: 4445.727539 Iteration 7Q: 3 clusters Score -1135329 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -1135487.250000 Penalty: 4445.727539 Iteration 8Q: 3 clusters Score -1135487 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -1135681.875000 Penalty: 4445.727539 Iteration 9Q: 3 clusters Score -1135682 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -1135944.375000 Penalty: 4445.727539 Iteration 10Q: 3 clusters Score -1135944 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -1136306.500000 Penalty: 4445.727539 Iteration 11Q: 3 clusters Score -1136306 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -1136796.250000 Penalty: 4445.727539 Iteration 12F: 3 clusters Score -1136796 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -1137277.625000 Penalty: 4445.727539 Iteration 13F: 3 clusters Score -1137278 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -1137601.625000 Penalty: 4445.727539 Iteration 14Q: 3 clusters Score -1137602 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -1137783.250000 Penalty: 4445.727539 Iteration 15Q: 3 clusters Score -1137783 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -1137880.875000 Penalty: 4445.727539 Iteration 16Q: 3 clusters Score -1137881 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -1137926.250000 Penalty: 4445.727539 Iteration 17Q: 3 clusters Score -1137926 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -1137959.250000 Penalty: 4445.727539 Iteration 18Q: 3 clusters Score -1137959 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -1137976.000000 Penalty: 4445.727539 Iteration 19Q: 3 clusters Score -1137976 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -1137993.875000 Penalty: 4445.727539 Iteration 20F: 3 clusters Score -1137994 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -1138008.000000 Penalty: 4445.727539 Iteration 21Q: 3 clusters Score -1138008 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -1138018.875000 Penalty: 4445.727539 Iteration 22Q: 3 clusters Score -1138019 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -1138020.875000 Penalty: 4445.727539 Iteration 23Q: 3 clusters Score -1138021 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -1138023.875000 Penalty: 4445.727539 Iteration 24Q: 3 clusters Score -1138024 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -1138026.375000 Penalty: 4445.727539 Iteration 25Q: 3 clusters Score -1138026 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -1138028.750000 Penalty: 4445.727539 Iteration 26Q: 3 clusters Score -1138029 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -1138029.375000 Penalty: 4445.727539 Iteration 27Q: 3 clusters Score -1138029 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -1138027.250000 Penalty: 4445.727539 Iteration 28Q: 3 clusters Score -1138027 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -1138027.250000 Penalty: 4445.727539 Iteration 29F: 3 clusters Score -1138027 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1818 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Entering Unmasked Estep Score: -247122.734375 Penalty: 1861.362061 Iteration 0F: 2 clusters Score -247122.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -244677.406250 Penalty: 3722.724121 Iteration 0F: 3 clusters Score -244677.4 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -245318.390625 Penalty: 3722.724121 Iteration 1F: 3 clusters Score -245318.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -245597.234375 Penalty: 3722.724121 Iteration 2F: 3 clusters Score -245597.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -245788.828125 Penalty: 3722.724121 Iteration 3F: 3 clusters Score -245788.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -245932.765625 Penalty: 3722.724121 Iteration 4F: 3 clusters Score -245932.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -246026.687500 Penalty: 3722.724121 Iteration 5Q: 3 clusters Score -246026.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -246089.125000 Penalty: 3722.724121 Iteration 6Q: 3 clusters Score -246089.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -246128.984375 Penalty: 3722.724121 Iteration 7Q: 3 clusters Score -246129 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -246181.875000 Penalty: 3722.724121 Iteration 8Q: 3 clusters Score -246181.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -246208.578125 Penalty: 3722.724121 Iteration 9Q: 3 clusters Score -246208.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -246223.968750 Penalty: 3722.724121 Iteration 10Q: 3 clusters Score -246224 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -246233.796875 Penalty: 3722.724121 Iteration 11Q: 3 clusters Score -246233.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -246243.687500 Penalty: 3722.724121 Iteration 12Q: 3 clusters Score -246243.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -246258.625000 Penalty: 3722.724121 Iteration 13Q: 3 clusters Score -246258.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -246277.250000 Penalty: 3722.724121 Iteration 14Q: 3 clusters Score -246277.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -246298.984375 Penalty: 3722.724121 Iteration 15Q: 3 clusters Score -246299 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -246308.078125 Penalty: 3722.724121 Iteration 16Q: 3 clusters Score -246308.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -246313.937500 Penalty: 3722.724121 Iteration 17Q: 3 clusters Score -246313.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -246316.265625 Penalty: 3722.724121 Iteration 18Q: 3 clusters Score -246316.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -246317.640625 Penalty: 3722.724121 Iteration 19Q: 3 clusters Score -246317.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -246319.000000 Penalty: 3722.724121 Iteration 20F: 3 clusters Score -246319 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -246319.921875 Penalty: 3722.724121 Iteration 21Q: 3 clusters Score -246319.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -246319.921875 Penalty: 3722.724121 Iteration 22F: 3 clusters Score -246319.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Entering Unmasked Estep Score: -38510.097656 Penalty: 1404.414185 Iteration 0F: 2 clusters Score -38510.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -37389.945312 Penalty: 2808.828369 Iteration 0F: 3 clusters Score -37389.95 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -37533.160156 Penalty: 2808.828369 Iteration 1F: 3 clusters Score -37533.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -37565.683594 Penalty: 2808.828369 Iteration 2Q: 3 clusters Score -37565.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -37568.062500 Penalty: 2808.828369 Iteration 3Q: 3 clusters Score -37568.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -37571.519531 Penalty: 2808.828369 Iteration 4Q: 3 clusters Score -37571.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -37571.519531 Penalty: 2808.828369 Iteration 5F: 3 clusters Score -37571.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (105358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105358 members Entering Unmasked Estep Score: -16351410.000000 Penalty: 2868.149658 Iteration 0F: 2 clusters Score -1.635141e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52625 members Mstep: Class 2 contains 52733 members Entering Unmasked Estep Score: -16286097.000000 Penalty: 5736.299316 Iteration 0F: 3 clusters Score -1.62861e+07 nChanged 49690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51427 members Mstep: Class 2 contains 53931 members Entering Unmasked Estep Score: -16314553.000000 Penalty: 5736.299316 Iteration 1F: 3 clusters Score -1.631455e+07 nChanged 3465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50584 members Mstep: Class 2 contains 54774 members Entering Unmasked Estep Score: -16315276.000000 Penalty: 5736.299316 Iteration 2Q: 3 clusters Score -1.631528e+07 nChanged 3360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49298 members Mstep: Class 2 contains 56060 members Entering Unmasked Estep Score: -16316110.000000 Penalty: 5736.299316 Iteration 3Q: 3 clusters Score -1.631611e+07 nChanged 3572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47498 members Mstep: Class 2 contains 57860 members Entering Unmasked Estep Score: -16317118.000000 Penalty: 5736.299316 Iteration 4Q: 3 clusters Score -1.631712e+07 nChanged 4084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44852 members Mstep: Class 2 contains 60506 members Entering Unmasked Estep Score: -16318539.000000 Penalty: 5736.299316 Iteration 5Q: 3 clusters Score -1.631854e+07 nChanged 5026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41060 members Mstep: Class 2 contains 64298 members Entering Unmasked Estep Score: -16320979.000000 Penalty: 5736.299316 Iteration 6Q: 3 clusters Score -1.632098e+07 nChanged 5951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36177 members Mstep: Class 2 contains 69181 members Entering Unmasked Estep Score: -16324525.000000 Penalty: 5736.299316 Iteration 7F: 3 clusters Score -1.632452e+07 nChanged 6509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30466 members Mstep: Class 2 contains 74892 members Entering Unmasked Estep Score: -16329665.000000 Penalty: 5736.299316 Iteration 8F: 3 clusters Score -1.632966e+07 nChanged 6618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24576 members Mstep: Class 2 contains 80782 members Entering Unmasked Estep Score: -16335390.000000 Penalty: 5736.299316 Iteration 9F: 3 clusters Score -1.633539e+07 nChanged 5641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19695 members Mstep: Class 2 contains 85663 members Entering Unmasked Estep Score: -16340304.000000 Penalty: 5736.299316 Iteration 10F: 3 clusters Score -1.63403e+07 nChanged 4334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15969 members Mstep: Class 2 contains 89389 members Entering Unmasked Estep Score: -16343332.000000 Penalty: 5736.299316 Iteration 11Q: 3 clusters Score -1.634333e+07 nChanged 3188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13101 members Mstep: Class 2 contains 92257 members Entering Unmasked Estep Score: -16344947.000000 Penalty: 5736.299316 Iteration 12Q: 3 clusters Score -1.634495e+07 nChanged 2448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10787 members Mstep: Class 2 contains 94571 members Entering Unmasked Estep Score: -16346077.000000 Penalty: 5736.299316 Iteration 13Q: 3 clusters Score -1.634608e+07 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8928 members Mstep: Class 2 contains 96430 members Entering Unmasked Estep Score: -16346808.000000 Penalty: 5736.299316 Iteration 14Q: 3 clusters Score -1.634681e+07 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7330 members Mstep: Class 2 contains 98028 members Entering Unmasked Estep Score: -16347305.000000 Penalty: 5736.299316 Iteration 15Q: 3 clusters Score -1.63473e+07 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 99354 members Entering Unmasked Estep Score: -16347628.000000 Penalty: 5736.299316 Iteration 16Q: 3 clusters Score -1.634763e+07 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 100504 members Entering Unmasked Estep Score: -16347910.000000 Penalty: 5736.299316 Iteration 17Q: 3 clusters Score -1.634791e+07 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 101443 members Entering Unmasked Estep Score: -16348156.000000 Penalty: 5736.299316 Iteration 18Q: 3 clusters Score -1.634816e+07 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 102180 members Entering Unmasked Estep Score: -16348370.000000 Penalty: 5736.299316 Iteration 19Q: 3 clusters Score -1.634837e+07 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 102791 members Entering Unmasked Estep Score: -16348511.000000 Penalty: 5736.299316 Iteration 20F: 3 clusters Score -1.634851e+07 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 103276 members Entering Unmasked Estep Score: -16348663.000000 Penalty: 5736.299316 Iteration 21Q: 3 clusters Score -1.634866e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 103605 members Entering Unmasked Estep Score: -16348724.000000 Penalty: 5736.299316 Iteration 22Q: 3 clusters Score -1.634872e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 103830 members Entering Unmasked Estep Score: -16348816.000000 Penalty: 5736.299316 Iteration 23Q: 3 clusters Score -1.634882e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 104004 members Entering Unmasked Estep Score: -16348893.000000 Penalty: 5736.299316 Iteration 24Q: 3 clusters Score -1.634889e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 104133 members Entering Unmasked Estep Score: -16348941.000000 Penalty: 5736.299316 Iteration 25Q: 3 clusters Score -1.634894e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 104242 members Entering Unmasked Estep Score: -16348981.000000 Penalty: 5736.299316 Iteration 26Q: 3 clusters Score -1.634898e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 104327 members Entering Unmasked Estep Score: -16349032.000000 Penalty: 5736.299316 Iteration 27Q: 3 clusters Score -1.634903e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 104389 members Entering Unmasked Estep Score: -16349056.000000 Penalty: 5736.299316 Iteration 28Q: 3 clusters Score -1.634906e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 104432 members Entering Unmasked Estep Score: -16349072.000000 Penalty: 5736.299316 Iteration 29Q: 3 clusters Score -1.634907e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 104462 members Entering Unmasked Estep Score: -16349080.000000 Penalty: 5736.299316 Iteration 30Q: 3 clusters Score -1.634908e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 104490 members Entering Unmasked Estep Score: -16349104.000000 Penalty: 5736.299316 Iteration 31Q: 3 clusters Score -1.63491e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 104514 members Entering Unmasked Estep Score: -16349120.000000 Penalty: 5736.299316 Iteration 32Q: 3 clusters Score -1.634912e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 104541 members Entering Unmasked Estep Score: -16349124.000000 Penalty: 5736.299316 Iteration 33Q: 3 clusters Score -1.634912e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 104553 members Entering Unmasked Estep Score: -16349134.000000 Penalty: 5736.299316 Iteration 34Q: 3 clusters Score -1.634913e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 104568 members Entering Unmasked Estep Score: -16349139.000000 Penalty: 5736.299316 Iteration 35Q: 3 clusters Score -1.634914e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 104578 members Entering Unmasked Estep Score: -16349145.000000 Penalty: 5736.299316 Iteration 36Q: 3 clusters Score -1.634914e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 104587 members Entering Unmasked Estep Score: -16349148.000000 Penalty: 5736.299316 Iteration 37Q: 3 clusters Score -1.634915e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 104602 members Entering Unmasked Estep Score: -16349148.000000 Penalty: 5736.299316 Iteration 38Q: 3 clusters Score -1.634915e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 104611 members Entering Unmasked Estep Score: -16349150.000000 Penalty: 5736.299316 Iteration 39Q: 3 clusters Score -1.634915e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 104624 members Entering Unmasked Estep Score: -16349161.000000 Penalty: 5736.299316 Iteration 40F: 3 clusters Score -1.634916e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 104632 members Entering Unmasked Estep Score: -16349167.000000 Penalty: 5736.299316 Iteration 41Q: 3 clusters Score -1.634917e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 104635 members Entering Unmasked Estep Score: -16349170.000000 Penalty: 5736.299316 Iteration 42Q: 3 clusters Score -1.634917e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 104637 members Entering Unmasked Estep Score: -16349177.000000 Penalty: 5736.299316 Iteration 43Q: 3 clusters Score -1.634918e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 104639 members Entering Unmasked Estep Score: -16349178.000000 Penalty: 5736.299316 Iteration 44Q: 3 clusters Score -1.634918e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 104641 members Entering Unmasked Estep Score: -16349187.000000 Penalty: 5736.299316 Iteration 45Q: 3 clusters Score -1.634919e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 104645 members Entering Unmasked Estep Score: -16349191.000000 Penalty: 5736.299316 Iteration 46Q: 3 clusters Score -1.634919e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 104651 members Entering Unmasked Estep Score: -16349195.000000 Penalty: 5736.299316 Iteration 47Q: 3 clusters Score -1.63492e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 104656 members Entering Unmasked Estep Score: -16349208.000000 Penalty: 5736.299316 Iteration 48Q: 3 clusters Score -1.634921e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 104667 members Entering Unmasked Estep Score: -16349211.000000 Penalty: 5736.299316 Iteration 49Q: 3 clusters Score -1.634921e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 104677 members Entering Unmasked Estep Score: -16349212.000000 Penalty: 5736.299316 Iteration 50Q: 3 clusters Score -1.634921e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 104686 members Entering Unmasked Estep Score: -16349219.000000 Penalty: 5736.299316 Iteration 51Q: 3 clusters Score -1.634922e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 104694 members Entering Unmasked Estep Score: -16349216.000000 Penalty: 5736.299316 Iteration 52Q: 3 clusters Score -1.634922e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 104702 members Entering Unmasked Estep Score: -16349227.000000 Penalty: 5736.299316 Iteration 53Q: 3 clusters Score -1.634923e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 104706 members Entering Unmasked Estep Score: -16349230.000000 Penalty: 5736.299316 Iteration 54Q: 3 clusters Score -1.634923e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 104708 members Entering Unmasked Estep Score: -16349230.000000 Penalty: 5736.299316 Iteration 55Q: 3 clusters Score -1.634923e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 104707 members Entering Unmasked Estep Score: -16349236.000000 Penalty: 5736.299316 Iteration 56Q: 3 clusters Score -1.634924e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 104708 members Entering Unmasked Estep Score: -16349239.000000 Penalty: 5736.299316 Iteration 57Q: 3 clusters Score -1.634924e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 104709 members Entering Unmasked Estep Score: -16349229.000000 Penalty: 5736.299316 Iteration 58Q: 3 clusters Score -1.634923e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 104709 members Entering Unmasked Estep Score: -16349229.000000 Penalty: 5736.299316 Iteration 59F: 3 clusters Score -1.634923e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Entering Unmasked Estep Score: -432033.687500 Penalty: 1963.368286 Iteration 0F: 2 clusters Score -432033.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -428956.562500 Penalty: 3926.736572 Iteration 0F: 3 clusters Score -428956.6 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -429563.750000 Penalty: 3926.736572 Iteration 1F: 3 clusters Score -429563.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -429698.125000 Penalty: 3926.736572 Iteration 2F: 3 clusters Score -429698.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -429760.656250 Penalty: 3926.736572 Iteration 3Q: 3 clusters Score -429760.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -429794.875000 Penalty: 3926.736572 Iteration 4Q: 3 clusters Score -429794.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -429823.562500 Penalty: 3926.736572 Iteration 5Q: 3 clusters Score -429823.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -429859.937500 Penalty: 3926.736572 Iteration 6Q: 3 clusters Score -429859.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -429913.625000 Penalty: 3926.736572 Iteration 7Q: 3 clusters Score -429913.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -429963.437500 Penalty: 3926.736572 Iteration 8Q: 3 clusters Score -429963.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -430012.000000 Penalty: 3926.736572 Iteration 9Q: 3 clusters Score -430012 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -430060.343750 Penalty: 3926.736572 Iteration 10Q: 3 clusters Score -430060.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -430106.593750 Penalty: 3926.736572 Iteration 11Q: 3 clusters Score -430106.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -430162.500000 Penalty: 3926.736572 Iteration 12Q: 3 clusters Score -430162.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -430229.250000 Penalty: 3926.736572 Iteration 13Q: 3 clusters Score -430229.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -430294.781250 Penalty: 3926.736572 Iteration 14Q: 3 clusters Score -430294.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -430365.593750 Penalty: 3926.736572 Iteration 15Q: 3 clusters Score -430365.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -430431.593750 Penalty: 3926.736572 Iteration 16Q: 3 clusters Score -430431.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -430503.812500 Penalty: 3926.736572 Iteration 17Q: 3 clusters Score -430503.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -430578.750000 Penalty: 3926.736572 Iteration 18Q: 3 clusters Score -430578.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -430622.531250 Penalty: 3926.736572 Iteration 19Q: 3 clusters Score -430622.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -430663.218750 Penalty: 3926.736572 Iteration 20F: 3 clusters Score -430663.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -430693.687500 Penalty: 3926.736572 Iteration 21Q: 3 clusters Score -430693.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -430708.593750 Penalty: 3926.736572 Iteration 22Q: 3 clusters Score -430708.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -430718.875000 Penalty: 3926.736572 Iteration 23Q: 3 clusters Score -430718.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -430730.843750 Penalty: 3926.736572 Iteration 24Q: 3 clusters Score -430730.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -430737.312500 Penalty: 3926.736572 Iteration 25Q: 3 clusters Score -430737.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -430742.843750 Penalty: 3926.736572 Iteration 26Q: 3 clusters Score -430742.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -430746.250000 Penalty: 3926.736572 Iteration 27Q: 3 clusters Score -430746.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -430749.187500 Penalty: 3926.736572 Iteration 28Q: 3 clusters Score -430749.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -430749.625000 Penalty: 3926.736572 Iteration 29Q: 3 clusters Score -430749.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -430749.625000 Penalty: 3926.736572 Iteration 30F: 3 clusters Score -430749.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (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: -1299083.875000 Penalty: 2246.471924 Iteration 0F: 2 clusters Score -1299084 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1292291.875000 Penalty: 4492.943848 Iteration 0F: 3 clusters Score -1292292 nChanged 3557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -1294302.000000 Penalty: 4492.943848 Iteration 1F: 3 clusters Score -1294302 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -1294990.625000 Penalty: 4492.943848 Iteration 2F: 3 clusters Score -1294991 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -1295917.625000 Penalty: 4492.943848 Iteration 3F: 3 clusters Score -1295918 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -1296948.125000 Penalty: 4492.943848 Iteration 4F: 3 clusters Score -1296948 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -1297781.250000 Penalty: 4492.943848 Iteration 5F: 3 clusters Score -1297781 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -1298233.375000 Penalty: 4492.943848 Iteration 6F: 3 clusters Score -1298233 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6375 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -1298467.500000 Penalty: 4492.943848 Iteration 7Q: 3 clusters Score -1298468 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -1298543.375000 Penalty: 4492.943848 Iteration 8Q: 3 clusters Score -1298543 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -1298573.125000 Penalty: 4492.943848 Iteration 9Q: 3 clusters Score -1298573 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -1298579.625000 Penalty: 4492.943848 Iteration 10Q: 3 clusters Score -1298580 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -1298585.625000 Penalty: 4492.943848 Iteration 11Q: 3 clusters Score -1298586 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -1298588.625000 Penalty: 4492.943848 Iteration 12Q: 3 clusters Score -1298589 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -1298591.500000 Penalty: 4492.943848 Iteration 13Q: 3 clusters Score -1298592 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -1298593.375000 Penalty: 4492.943848 Iteration 14Q: 3 clusters Score -1298593 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -1298593.750000 Penalty: 4492.943848 Iteration 15Q: 3 clusters Score -1298594 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -1298593.750000 Penalty: 4492.943848 Iteration 16F: 3 clusters Score -1298594 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Entering Unmasked Estep Score: -400532.718750 Penalty: 1966.244751 Iteration 0F: 2 clusters Score -400532.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -397409.406250 Penalty: 3932.489502 Iteration 0F: 3 clusters Score -397409.4 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -398066.531250 Penalty: 3932.489502 Iteration 1F: 3 clusters Score -398066.5 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -398266.937500 Penalty: 3932.489502 Iteration 2F: 3 clusters Score -398266.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -398502.843750 Penalty: 3932.489502 Iteration 3F: 3 clusters Score -398502.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -398751.937500 Penalty: 3932.489502 Iteration 4Q: 3 clusters Score -398751.9 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -398974.906250 Penalty: 3932.489502 Iteration 5F: 3 clusters Score -398974.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -399195.125000 Penalty: 3932.489502 Iteration 6F: 3 clusters Score -399195.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -399399.875000 Penalty: 3932.489502 Iteration 7F: 3 clusters Score -399399.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -399599.281250 Penalty: 3932.489502 Iteration 8F: 3 clusters Score -399599.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -399790.562500 Penalty: 3932.489502 Iteration 9F: 3 clusters Score -399790.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -399910.625000 Penalty: 3932.489502 Iteration 10Q: 3 clusters Score -399910.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -399967.250000 Penalty: 3932.489502 Iteration 11Q: 3 clusters Score -399967.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -400000.906250 Penalty: 3932.489502 Iteration 12Q: 3 clusters Score -400000.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -400024.031250 Penalty: 3932.489502 Iteration 13Q: 3 clusters Score -400024 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -400042.250000 Penalty: 3932.489502 Iteration 14Q: 3 clusters Score -400042.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -400051.468750 Penalty: 3932.489502 Iteration 15Q: 3 clusters Score -400051.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -400057.625000 Penalty: 3932.489502 Iteration 16Q: 3 clusters Score -400057.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -400059.437500 Penalty: 3932.489502 Iteration 17Q: 3 clusters Score -400059.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -400062.875000 Penalty: 3932.489502 Iteration 18Q: 3 clusters Score -400062.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -400063.406250 Penalty: 3932.489502 Iteration 19Q: 3 clusters Score -400063.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -400064.812500 Penalty: 3932.489502 Iteration 20F: 3 clusters Score -400064.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -400065.031250 Penalty: 3932.489502 Iteration 21Q: 3 clusters Score -400065 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -400066.375000 Penalty: 3932.489502 Iteration 22Q: 3 clusters Score -400066.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -400066.656250 Penalty: 3932.489502 Iteration 23Q: 3 clusters Score -400066.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -400066.750000 Penalty: 3932.489502 Iteration 24Q: 3 clusters Score -400066.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -400066.781250 Penalty: 3932.489502 Iteration 25Q: 3 clusters Score -400066.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -400066.781250 Penalty: 3932.489502 Iteration 26F: 3 clusters Score -400066.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3120 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Entering Unmasked Estep Score: -478523.593750 Penalty: 1995.305908 Iteration 0F: 2 clusters Score -478523.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -475203.437500 Penalty: 3990.611816 Iteration 0F: 3 clusters Score -475203.4 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -475901.937500 Penalty: 3990.611816 Iteration 1F: 3 clusters Score -475901.9 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -476080.125000 Penalty: 3990.611816 Iteration 2F: 3 clusters Score -476080.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -476177.531250 Penalty: 3990.611816 Iteration 3Q: 3 clusters Score -476177.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -476239.281250 Penalty: 3990.611816 Iteration 4Q: 3 clusters Score -476239.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -476282.531250 Penalty: 3990.611816 Iteration 5Q: 3 clusters Score -476282.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -476317.812500 Penalty: 3990.611816 Iteration 6Q: 3 clusters Score -476317.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -476347.812500 Penalty: 3990.611816 Iteration 7Q: 3 clusters Score -476347.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -476371.437500 Penalty: 3990.611816 Iteration 8Q: 3 clusters Score -476371.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -476395.875000 Penalty: 3990.611816 Iteration 9Q: 3 clusters Score -476395.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -476421.468750 Penalty: 3990.611816 Iteration 10Q: 3 clusters Score -476421.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -476442.750000 Penalty: 3990.611816 Iteration 11Q: 3 clusters Score -476442.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -476458.250000 Penalty: 3990.611816 Iteration 12Q: 3 clusters Score -476458.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -476470.250000 Penalty: 3990.611816 Iteration 13Q: 3 clusters Score -476470.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -476481.125000 Penalty: 3990.611816 Iteration 14Q: 3 clusters Score -476481.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -476486.750000 Penalty: 3990.611816 Iteration 15Q: 3 clusters Score -476486.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -476493.000000 Penalty: 3990.611816 Iteration 16Q: 3 clusters Score -476493 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -476496.656250 Penalty: 3990.611816 Iteration 17Q: 3 clusters Score -476496.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -476501.750000 Penalty: 3990.611816 Iteration 18Q: 3 clusters Score -476501.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -476506.187500 Penalty: 3990.611816 Iteration 19Q: 3 clusters Score -476506.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -476511.687500 Penalty: 3990.611816 Iteration 20F: 3 clusters Score -476511.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -476523.562500 Penalty: 3990.611816 Iteration 21Q: 3 clusters Score -476523.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -476533.812500 Penalty: 3990.611816 Iteration 22Q: 3 clusters Score -476533.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -476545.031250 Penalty: 3990.611816 Iteration 23Q: 3 clusters Score -476545 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -476556.812500 Penalty: 3990.611816 Iteration 24Q: 3 clusters Score -476556.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -476572.687500 Penalty: 3990.611816 Iteration 25Q: 3 clusters Score -476572.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -476591.125000 Penalty: 3990.611816 Iteration 26Q: 3 clusters Score -476591.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -476615.031250 Penalty: 3990.611816 Iteration 27Q: 3 clusters Score -476615 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -476648.937500 Penalty: 3990.611816 Iteration 28Q: 3 clusters Score -476648.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -476688.718750 Penalty: 3990.611816 Iteration 29Q: 3 clusters Score -476688.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -476745.000000 Penalty: 3990.611816 Iteration 30Q: 3 clusters Score -476745 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -476808.781250 Penalty: 3990.611816 Iteration 31Q: 3 clusters Score -476808.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -476907.031250 Penalty: 3990.611816 Iteration 32Q: 3 clusters Score -476907 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -477074.843750 Penalty: 3990.611816 Iteration 33Q: 3 clusters Score -477074.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -477337.218750 Penalty: 3990.611816 Iteration 34Q: 3 clusters Score -477337.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -477676.812500 Penalty: 3990.611816 Iteration 35Q: 3 clusters Score -477676.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -478094.125000 Penalty: 3990.611816 Iteration 36Q: 3 clusters Score -478094.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -478496.500000 Penalty: 3990.611816 Iteration 37Q: 3 clusters Score -478496.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -478536.906250 Penalty: 3990.611816 Iteration 38Q: 3 clusters Score -478536.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -478538.593750 Penalty: 3990.611816 Iteration 39Q: 3 clusters Score -478538.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -478538.593750 Penalty: 3990.611816 Iteration 40F: 3 clusters Score -478538.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83848 members Mstep: Class 2 contains 51513 members Mstep: Class 3 contains 10832 members Mstep: Class 4 contains 3684 members Mstep: Class 5 contains 29343 members Mstep: Class 6 contains 4098 members Mstep: Class 7 contains 23078 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11104 members Mstep: Class 10 contains 7533 members Mstep: Class 11 contains 5522 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7810 members Mstep: Class 15 contains 1818 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105358 members Mstep: Class 18 contains 2743 members Mstep: Class 19 contains 8590 members Mstep: Class 20 contains 2775 members Mstep: Class 21 contains 1805 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4761 members Mstep: Class 24 contains 12042 members Mstep: Class 25 contains 4882 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3617 members Mstep: Class 29 contains 6213 members Mstep: Class 30 contains 19450 members Mstep: Class 31 contains 9362 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16234 members Mstep: Class 34 contains 1315 members Entering Unmasked Estep Score: -65623628.000000 Penalty: 109646.468750 Splitting cluster 21 changes total score from -65625088.000000 to -65623628.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Entering Unmasked Estep Score: -16014.333984 Penalty: 1191.397217 Iteration 0F: 2 clusters Score -16014.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -15198.523438 Penalty: 2382.794434 Iteration 0F: 3 clusters Score -15198.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -15234.223633 Penalty: 2382.794434 Iteration 1Q: 3 clusters Score -15234.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -15253.877930 Penalty: 2382.794434 Iteration 2Q: 3 clusters Score -15253.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -15253.877930 Penalty: 2382.794434 Iteration 3F: 3 clusters Score -15253.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Entering Unmasked Estep Score: -704686.437500 Penalty: 2100.116943 Iteration 0F: 2 clusters Score -704686.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -700382.875000 Penalty: 4200.233887 Iteration 0F: 3 clusters Score -700382.9 nChanged 1798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -701556.500000 Penalty: 4200.233887 Iteration 1F: 3 clusters Score -701556.5 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -702107.625000 Penalty: 4200.233887 Iteration 2F: 3 clusters Score -702107.6 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -702850.687500 Penalty: 4200.233887 Iteration 3F: 3 clusters Score -702850.7 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -703524.625000 Penalty: 4200.233887 Iteration 4F: 3 clusters Score -703524.6 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -703934.250000 Penalty: 4200.233887 Iteration 5F: 3 clusters Score -703934.2 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -704141.875000 Penalty: 4200.233887 Iteration 6Q: 3 clusters Score -704141.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -704217.875000 Penalty: 4200.233887 Iteration 7Q: 3 clusters Score -704217.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -704257.687500 Penalty: 4200.233887 Iteration 8Q: 3 clusters Score -704257.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -704278.625000 Penalty: 4200.233887 Iteration 9Q: 3 clusters Score -704278.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -704292.250000 Penalty: 4200.233887 Iteration 10Q: 3 clusters Score -704292.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -704301.125000 Penalty: 4200.233887 Iteration 11Q: 3 clusters Score -704301.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -704304.000000 Penalty: 4200.233887 Iteration 12Q: 3 clusters Score -704304 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -704305.562500 Penalty: 4200.233887 Iteration 13Q: 3 clusters Score -704305.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -704305.937500 Penalty: 4200.233887 Iteration 14Q: 3 clusters Score -704305.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -704307.500000 Penalty: 4200.233887 Iteration 15Q: 3 clusters Score -704307.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -704308.437500 Penalty: 4200.233887 Iteration 16Q: 3 clusters Score -704308.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -704310.875000 Penalty: 4200.233887 Iteration 17Q: 3 clusters Score -704310.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -704311.312500 Penalty: 4200.233887 Iteration 18Q: 3 clusters Score -704311.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -704312.187500 Penalty: 4200.233887 Iteration 19Q: 3 clusters Score -704312.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -704312.875000 Penalty: 4200.233887 Iteration 20F: 3 clusters Score -704312.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -704312.875000 Penalty: 4200.233887 Iteration 21Q: 3 clusters Score -704312.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -704313.625000 Penalty: 4200.233887 Iteration 22Q: 3 clusters Score -704313.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -704314.687500 Penalty: 4200.233887 Iteration 23Q: 3 clusters Score -704314.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -704315.125000 Penalty: 4200.233887 Iteration 24Q: 3 clusters Score -704315.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -704314.000000 Penalty: 4200.233887 Iteration 25Q: 3 clusters Score -704314 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -704314.000000 Penalty: 4200.233887 Iteration 26F: 3 clusters Score -704314 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (12042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12042 members Entering Unmasked Estep Score: -1745084.750000 Penalty: 2330.246826 Iteration 0F: 2 clusters Score -1745085 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6065 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -1736169.125000 Penalty: 4660.493652 Iteration 0F: 3 clusters Score -1736169 nChanged 5042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -1738948.375000 Penalty: 4660.493652 Iteration 1F: 3 clusters Score -1738948 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6366 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -1739548.125000 Penalty: 4660.493652 Iteration 2F: 3 clusters Score -1739548 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6536 members Mstep: Class 2 contains 5506 members Entering Unmasked Estep Score: -1740216.125000 Penalty: 4660.493652 Iteration 3F: 3 clusters Score -1740216 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6738 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -1740946.250000 Penalty: 4660.493652 Iteration 4F: 3 clusters Score -1740946 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6962 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -1741755.750000 Penalty: 4660.493652 Iteration 5F: 3 clusters Score -1741756 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -1742586.250000 Penalty: 4660.493652 Iteration 6F: 3 clusters Score -1742586 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7455 members Mstep: Class 2 contains 4587 members Entering Unmasked Estep Score: -1743232.875000 Penalty: 4660.493652 Iteration 7F: 3 clusters Score -1743233 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7611 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -1743699.125000 Penalty: 4660.493652 Iteration 8Q: 3 clusters Score -1743699 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7700 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -1743980.250000 Penalty: 4660.493652 Iteration 9Q: 3 clusters Score -1743980 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -1744114.000000 Penalty: 4660.493652 Iteration 10Q: 3 clusters Score -1744114 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7740 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -1744197.500000 Penalty: 4660.493652 Iteration 11Q: 3 clusters Score -1744198 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7732 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -1744239.875000 Penalty: 4660.493652 Iteration 12Q: 3 clusters Score -1744240 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1744263.000000 Penalty: 4660.493652 Iteration 13Q: 3 clusters Score -1744263 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -1744285.875000 Penalty: 4660.493652 Iteration 14Q: 3 clusters Score -1744286 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -1744293.875000 Penalty: 4660.493652 Iteration 15Q: 3 clusters Score -1744294 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7684 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -1744301.250000 Penalty: 4660.493652 Iteration 16Q: 3 clusters Score -1744301 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -1744305.500000 Penalty: 4660.493652 Iteration 17Q: 3 clusters Score -1744306 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7679 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -1744311.750000 Penalty: 4660.493652 Iteration 18Q: 3 clusters Score -1744312 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7682 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -1744312.250000 Penalty: 4660.493652 Iteration 19Q: 3 clusters Score -1744312 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7686 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1744313.875000 Penalty: 4660.493652 Iteration 20F: 3 clusters Score -1744314 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -1744316.750000 Penalty: 4660.493652 Iteration 21Q: 3 clusters Score -1744317 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -1744319.875000 Penalty: 4660.493652 Iteration 22Q: 3 clusters Score -1744320 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7697 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -1744319.625000 Penalty: 4660.493652 Iteration 23Q: 3 clusters Score -1744320 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7699 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -1744321.875000 Penalty: 4660.493652 Iteration 24Q: 3 clusters Score -1744322 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7703 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -1744322.500000 Penalty: 4660.493652 Iteration 25Q: 3 clusters Score -1744322 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -1744323.500000 Penalty: 4660.493652 Iteration 26Q: 3 clusters Score -1744324 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -1744324.125000 Penalty: 4660.493652 Iteration 27Q: 3 clusters Score -1744324 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -1744324.750000 Penalty: 4660.493652 Iteration 28Q: 3 clusters Score -1744325 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -1744324.750000 Penalty: 4660.493652 Iteration 29F: 3 clusters Score -1744325 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (4882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Entering Unmasked Estep Score: -678213.125000 Penalty: 2106.340820 Iteration 0F: 2 clusters Score -678213.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -673864.937500 Penalty: 4212.681641 Iteration 0F: 3 clusters Score -673864.9 nChanged 1861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -675155.375000 Penalty: 4212.681641 Iteration 1F: 3 clusters Score -675155.4 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -675535.062500 Penalty: 4212.681641 Iteration 2F: 3 clusters Score -675535.1 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -675830.437500 Penalty: 4212.681641 Iteration 3F: 3 clusters Score -675830.4 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -676082.687500 Penalty: 4212.681641 Iteration 4F: 3 clusters Score -676082.7 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -676269.625000 Penalty: 4212.681641 Iteration 5F: 3 clusters Score -676269.6 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -676402.875000 Penalty: 4212.681641 Iteration 6Q: 3 clusters Score -676402.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -676503.812500 Penalty: 4212.681641 Iteration 7Q: 3 clusters Score -676503.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -676587.687500 Penalty: 4212.681641 Iteration 8Q: 3 clusters Score -676587.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -676659.125000 Penalty: 4212.681641 Iteration 9Q: 3 clusters Score -676659.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -676721.937500 Penalty: 4212.681641 Iteration 10Q: 3 clusters Score -676721.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -676779.812500 Penalty: 4212.681641 Iteration 11Q: 3 clusters Score -676779.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -676831.312500 Penalty: 4212.681641 Iteration 12Q: 3 clusters Score -676831.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -676887.375000 Penalty: 4212.681641 Iteration 13Q: 3 clusters Score -676887.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -676921.312500 Penalty: 4212.681641 Iteration 14Q: 3 clusters Score -676921.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -676951.187500 Penalty: 4212.681641 Iteration 15Q: 3 clusters Score -676951.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -676974.312500 Penalty: 4212.681641 Iteration 16Q: 3 clusters Score -676974.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -676991.937500 Penalty: 4212.681641 Iteration 17Q: 3 clusters Score -676991.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -677001.937500 Penalty: 4212.681641 Iteration 18Q: 3 clusters Score -677001.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -677009.750000 Penalty: 4212.681641 Iteration 19Q: 3 clusters Score -677009.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -677016.500000 Penalty: 4212.681641 Iteration 20F: 3 clusters Score -677016.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -677029.187500 Penalty: 4212.681641 Iteration 21Q: 3 clusters Score -677029.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -677043.750000 Penalty: 4212.681641 Iteration 22Q: 3 clusters Score -677043.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -677054.375000 Penalty: 4212.681641 Iteration 23Q: 3 clusters Score -677054.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -677061.312500 Penalty: 4212.681641 Iteration 24Q: 3 clusters Score -677061.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -677068.062500 Penalty: 4212.681641 Iteration 25Q: 3 clusters Score -677068.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -677080.375000 Penalty: 4212.681641 Iteration 26Q: 3 clusters Score -677080.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -677091.000000 Penalty: 4212.681641 Iteration 27Q: 3 clusters Score -677091 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -677104.250000 Penalty: 4212.681641 Iteration 28Q: 3 clusters Score -677104.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -677113.687500 Penalty: 4212.681641 Iteration 29Q: 3 clusters Score -677113.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -677122.687500 Penalty: 4212.681641 Iteration 30Q: 3 clusters Score -677122.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -677133.312500 Penalty: 4212.681641 Iteration 31Q: 3 clusters Score -677133.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -677138.812500 Penalty: 4212.681641 Iteration 32Q: 3 clusters Score -677138.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -677142.562500 Penalty: 4212.681641 Iteration 33Q: 3 clusters Score -677142.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -677144.437500 Penalty: 4212.681641 Iteration 34Q: 3 clusters Score -677144.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -677145.062500 Penalty: 4212.681641 Iteration 35Q: 3 clusters Score -677145.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -677147.062500 Penalty: 4212.681641 Iteration 36Q: 3 clusters Score -677147.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -677148.125000 Penalty: 4212.681641 Iteration 37Q: 3 clusters Score -677148.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -677148.562500 Penalty: 4212.681641 Iteration 38Q: 3 clusters Score -677148.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -677149.437500 Penalty: 4212.681641 Iteration 39Q: 3 clusters Score -677149.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -677149.187500 Penalty: 4212.681641 Iteration 40F: 3 clusters Score -677149.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Entering Unmasked Estep Score: -78967.226562 Penalty: 1558.927490 Iteration 0F: 2 clusters Score -78967.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -77416.523438 Penalty: 3117.854980 Iteration 0F: 3 clusters Score -77416.52 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -77574.843750 Penalty: 3117.854980 Iteration 1F: 3 clusters Score -77574.84 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -77650.273438 Penalty: 3117.854980 Iteration 2Q: 3 clusters Score -77650.27 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -77712.648438 Penalty: 3117.854980 Iteration 3Q: 3 clusters Score -77712.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -77765.203125 Penalty: 3117.854980 Iteration 4Q: 3 clusters Score -77765.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -77783.367188 Penalty: 3117.854980 Iteration 5Q: 3 clusters Score -77783.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -77799.687500 Penalty: 3117.854980 Iteration 6Q: 3 clusters Score -77799.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -77811.468750 Penalty: 3117.854980 Iteration 7Q: 3 clusters Score -77811.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -77822.296875 Penalty: 3117.854980 Iteration 8Q: 3 clusters Score -77822.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -77833.804688 Penalty: 3117.854980 Iteration 9Q: 3 clusters Score -77833.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -77837.609375 Penalty: 3117.854980 Iteration 10Q: 3 clusters Score -77837.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -77850.914062 Penalty: 3117.854980 Iteration 11Q: 3 clusters Score -77850.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -77867.445312 Penalty: 3117.854980 Iteration 12Q: 3 clusters Score -77867.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -77877.250000 Penalty: 3117.854980 Iteration 13Q: 3 clusters Score -77877.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -77877.250000 Penalty: 3117.854980 Iteration 14F: 3 clusters Score -77877.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Entering Unmasked Estep Score: -142549.953125 Penalty: 1710.881226 Iteration 0F: 2 clusters Score -142550 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -140634.437500 Penalty: 3421.762451 Iteration 0F: 3 clusters Score -140634.4 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -141133.484375 Penalty: 3421.762451 Iteration 1F: 3 clusters Score -141133.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -141342.687500 Penalty: 3421.762451 Iteration 2F: 3 clusters Score -141342.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -141488.796875 Penalty: 3421.762451 Iteration 3F: 3 clusters Score -141488.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -141661.937500 Penalty: 3421.762451 Iteration 4Q: 3 clusters Score -141661.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -141816.468750 Penalty: 3421.762451 Iteration 5Q: 3 clusters Score -141816.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -141961.031250 Penalty: 3421.762451 Iteration 6Q: 3 clusters Score -141961 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -142150.593750 Penalty: 3421.762451 Iteration 7Q: 3 clusters Score -142150.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -142303.234375 Penalty: 3421.762451 Iteration 8Q: 3 clusters Score -142303.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -142411.796875 Penalty: 3421.762451 Iteration 9Q: 3 clusters Score -142411.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -142461.046875 Penalty: 3421.762451 Iteration 10Q: 3 clusters Score -142461 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -142506.281250 Penalty: 3421.762451 Iteration 11Q: 3 clusters Score -142506.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -142530.937500 Penalty: 3421.762451 Iteration 12Q: 3 clusters Score -142530.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -142549.828125 Penalty: 3421.762451 Iteration 13Q: 3 clusters Score -142549.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -142559.906250 Penalty: 3421.762451 Iteration 14Q: 3 clusters Score -142559.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -142567.234375 Penalty: 3421.762451 Iteration 15Q: 3 clusters Score -142567.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -142571.125000 Penalty: 3421.762451 Iteration 16Q: 3 clusters Score -142571.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -142577.218750 Penalty: 3421.762451 Iteration 17Q: 3 clusters Score -142577.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -142577.218750 Penalty: 3421.762451 Iteration 18F: 3 clusters Score -142577.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83848 members Mstep: Class 2 contains 51513 members Mstep: Class 3 contains 10832 members Mstep: Class 4 contains 3684 members Mstep: Class 5 contains 29343 members Mstep: Class 6 contains 4098 members Mstep: Class 7 contains 23078 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11104 members Mstep: Class 10 contains 7533 members Mstep: Class 11 contains 5522 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7810 members Mstep: Class 15 contains 1818 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105358 members Mstep: Class 18 contains 2743 members Mstep: Class 19 contains 8590 members Mstep: Class 20 contains 2775 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4761 members Mstep: Class 24 contains 12042 members Mstep: Class 25 contains 4882 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 603 members Mstep: Class 28 contains 3617 members Mstep: Class 29 contains 6213 members Mstep: Class 30 contains 19450 members Mstep: Class 31 contains 9362 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16234 members Mstep: Class 34 contains 388 members Entering Unmasked Estep Score: -65623432.000000 Penalty: 109646.468750 Splitting cluster 27 changes total score from -65625088.000000 to -65623432.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 28 (3617 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Entering Unmasked Estep Score: -519253.937500 Penalty: 2031.963257 Iteration 0F: 2 clusters Score -519253.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -515596.687500 Penalty: 4063.926514 Iteration 0F: 3 clusters Score -515596.7 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -516405.187500 Penalty: 4063.926514 Iteration 1F: 3 clusters Score -516405.2 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -516585.750000 Penalty: 4063.926514 Iteration 2F: 3 clusters Score -516585.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -516682.375000 Penalty: 4063.926514 Iteration 3Q: 3 clusters Score -516682.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -516760.062500 Penalty: 4063.926514 Iteration 4Q: 3 clusters Score -516760.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -516821.000000 Penalty: 4063.926514 Iteration 5Q: 3 clusters Score -516821 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -516874.500000 Penalty: 4063.926514 Iteration 6Q: 3 clusters Score -516874.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -516922.000000 Penalty: 4063.926514 Iteration 7Q: 3 clusters Score -516922 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -516954.281250 Penalty: 4063.926514 Iteration 8Q: 3 clusters Score -516954.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -516989.468750 Penalty: 4063.926514 Iteration 9Q: 3 clusters Score -516989.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -517040.531250 Penalty: 4063.926514 Iteration 10Q: 3 clusters Score -517040.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -517081.187500 Penalty: 4063.926514 Iteration 11Q: 3 clusters Score -517081.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -517120.843750 Penalty: 4063.926514 Iteration 12Q: 3 clusters Score -517120.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -517165.562500 Penalty: 4063.926514 Iteration 13Q: 3 clusters Score -517165.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -517217.031250 Penalty: 4063.926514 Iteration 14Q: 3 clusters Score -517217 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -517272.687500 Penalty: 4063.926514 Iteration 15Q: 3 clusters Score -517272.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -517326.875000 Penalty: 4063.926514 Iteration 16Q: 3 clusters Score -517326.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -517389.781250 Penalty: 4063.926514 Iteration 17Q: 3 clusters Score -517389.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -517455.968750 Penalty: 4063.926514 Iteration 18Q: 3 clusters Score -517456 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -517513.000000 Penalty: 4063.926514 Iteration 19Q: 3 clusters Score -517513 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -517559.437500 Penalty: 4063.926514 Iteration 20F: 3 clusters Score -517559.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -517605.718750 Penalty: 4063.926514 Iteration 21Q: 3 clusters Score -517605.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -517660.875000 Penalty: 4063.926514 Iteration 22Q: 3 clusters Score -517660.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -517712.781250 Penalty: 4063.926514 Iteration 23Q: 3 clusters Score -517712.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -517746.562500 Penalty: 4063.926514 Iteration 24Q: 3 clusters Score -517746.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -517768.062500 Penalty: 4063.926514 Iteration 25Q: 3 clusters Score -517768.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -517775.937500 Penalty: 4063.926514 Iteration 26Q: 3 clusters Score -517775.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -517787.281250 Penalty: 4063.926514 Iteration 27Q: 3 clusters Score -517787.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -517797.093750 Penalty: 4063.926514 Iteration 28Q: 3 clusters Score -517797.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -517808.968750 Penalty: 4063.926514 Iteration 29Q: 3 clusters Score -517809 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -517814.312500 Penalty: 4063.926514 Iteration 30Q: 3 clusters Score -517814.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -517820.562500 Penalty: 4063.926514 Iteration 31Q: 3 clusters Score -517820.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -517827.312500 Penalty: 4063.926514 Iteration 32Q: 3 clusters Score -517827.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -517834.593750 Penalty: 4063.926514 Iteration 33Q: 3 clusters Score -517834.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -517839.500000 Penalty: 4063.926514 Iteration 34Q: 3 clusters Score -517839.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -517844.625000 Penalty: 4063.926514 Iteration 35Q: 3 clusters Score -517844.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -517848.968750 Penalty: 4063.926514 Iteration 36Q: 3 clusters Score -517849 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -517851.343750 Penalty: 4063.926514 Iteration 37Q: 3 clusters Score -517851.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -517853.312500 Penalty: 4063.926514 Iteration 38Q: 3 clusters Score -517853.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -517854.781250 Penalty: 4063.926514 Iteration 39Q: 3 clusters Score -517854.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -517855.250000 Penalty: 4063.926514 Iteration 40F: 3 clusters Score -517855.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (6213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Entering Unmasked Estep Score: -950748.312500 Penalty: 2166.130859 Iteration 0F: 2 clusters Score -950748.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -945444.250000 Penalty: 4332.261719 Iteration 0F: 3 clusters Score -945444.2 nChanged 2477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -946830.437500 Penalty: 4332.261719 Iteration 1F: 3 clusters Score -946830.4 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -947134.187500 Penalty: 4332.261719 Iteration 2F: 3 clusters Score -947134.2 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -947358.375000 Penalty: 4332.261719 Iteration 3F: 3 clusters Score -947358.4 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -947560.750000 Penalty: 4332.261719 Iteration 4Q: 3 clusters Score -947560.8 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -947743.250000 Penalty: 4332.261719 Iteration 5Q: 3 clusters Score -947743.2 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -947940.875000 Penalty: 4332.261719 Iteration 6Q: 3 clusters Score -947940.9 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -948185.312500 Penalty: 4332.261719 Iteration 7Q: 3 clusters Score -948185.3 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -948419.375000 Penalty: 4332.261719 Iteration 8Q: 3 clusters Score -948419.4 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -948626.062500 Penalty: 4332.261719 Iteration 9Q: 3 clusters Score -948626.1 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -948793.812500 Penalty: 4332.261719 Iteration 10Q: 3 clusters Score -948793.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -948927.187500 Penalty: 4332.261719 Iteration 11Q: 3 clusters Score -948927.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -949001.125000 Penalty: 4332.261719 Iteration 12Q: 3 clusters Score -949001.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -949057.625000 Penalty: 4332.261719 Iteration 13Q: 3 clusters Score -949057.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -949100.875000 Penalty: 4332.261719 Iteration 14Q: 3 clusters Score -949100.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -949123.187500 Penalty: 4332.261719 Iteration 15Q: 3 clusters Score -949123.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -949139.562500 Penalty: 4332.261719 Iteration 16Q: 3 clusters Score -949139.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -949150.687500 Penalty: 4332.261719 Iteration 17Q: 3 clusters Score -949150.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -949161.125000 Penalty: 4332.261719 Iteration 18Q: 3 clusters Score -949161.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -949169.312500 Penalty: 4332.261719 Iteration 19Q: 3 clusters Score -949169.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -949173.062500 Penalty: 4332.261719 Iteration 20F: 3 clusters Score -949173.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -949177.312500 Penalty: 4332.261719 Iteration 21Q: 3 clusters Score -949177.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -949180.250000 Penalty: 4332.261719 Iteration 22Q: 3 clusters Score -949180.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -949180.125000 Penalty: 4332.261719 Iteration 23Q: 3 clusters Score -949180.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -949184.625000 Penalty: 4332.261719 Iteration 24Q: 3 clusters Score -949184.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -949184.000000 Penalty: 4332.261719 Iteration 25Q: 3 clusters Score -949184 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -949186.875000 Penalty: 4332.261719 Iteration 26Q: 3 clusters Score -949186.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -949186.125000 Penalty: 4332.261719 Iteration 27Q: 3 clusters Score -949186.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -949188.187500 Penalty: 4332.261719 Iteration 28Q: 3 clusters Score -949188.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -949191.750000 Penalty: 4332.261719 Iteration 29Q: 3 clusters Score -949191.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -949193.375000 Penalty: 4332.261719 Iteration 30Q: 3 clusters Score -949193.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -949197.750000 Penalty: 4332.261719 Iteration 31Q: 3 clusters Score -949197.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -949200.500000 Penalty: 4332.261719 Iteration 32Q: 3 clusters Score -949200.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -949204.062500 Penalty: 4332.261719 Iteration 33Q: 3 clusters Score -949204.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -949204.375000 Penalty: 4332.261719 Iteration 34Q: 3 clusters Score -949204.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -949205.187500 Penalty: 4332.261719 Iteration 35Q: 3 clusters Score -949205.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -949204.812500 Penalty: 4332.261719 Iteration 36Q: 3 clusters Score -949204.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -949208.375000 Penalty: 4332.261719 Iteration 37Q: 3 clusters Score -949208.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -949209.687500 Penalty: 4332.261719 Iteration 38Q: 3 clusters Score -949209.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -949213.250000 Penalty: 4332.261719 Iteration 39Q: 3 clusters Score -949213.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -949214.625000 Penalty: 4332.261719 Iteration 40F: 3 clusters Score -949214.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -949216.812500 Penalty: 4332.261719 Iteration 41Q: 3 clusters Score -949216.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -949215.687500 Penalty: 4332.261719 Iteration 42Q: 3 clusters Score -949215.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -949217.000000 Penalty: 4332.261719 Iteration 43Q: 3 clusters Score -949217 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -949219.500000 Penalty: 4332.261719 Iteration 44Q: 3 clusters Score -949219.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -949219.750000 Penalty: 4332.261719 Iteration 45Q: 3 clusters Score -949219.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -949222.750000 Penalty: 4332.261719 Iteration 46Q: 3 clusters Score -949222.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -949222.812500 Penalty: 4332.261719 Iteration 47Q: 3 clusters Score -949222.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -949222.000000 Penalty: 4332.261719 Iteration 48Q: 3 clusters Score -949222 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -949222.000000 Penalty: 4332.261719 Iteration 49F: 3 clusters Score -949222 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (19450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19450 members Entering Unmasked Estep Score: -3026060.250000 Penalty: 2449.149414 Iteration 0F: 2 clusters Score -3026060 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9788 members Mstep: Class 2 contains 9662 members Entering Unmasked Estep Score: -3012303.500000 Penalty: 4898.298828 Iteration 0F: 3 clusters Score -3012304 nChanged 8554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10118 members Mstep: Class 2 contains 9332 members Entering Unmasked Estep Score: -3016733.000000 Penalty: 4898.298828 Iteration 1F: 3 clusters Score -3016733 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10360 members Mstep: Class 2 contains 9090 members Entering Unmasked Estep Score: -3017125.250000 Penalty: 4898.298828 Iteration 2F: 3 clusters Score -3017125 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10664 members Mstep: Class 2 contains 8786 members Entering Unmasked Estep Score: -3017459.750000 Penalty: 4898.298828 Iteration 3Q: 3 clusters Score -3017460 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11047 members Mstep: Class 2 contains 8403 members Entering Unmasked Estep Score: -3017783.250000 Penalty: 4898.298828 Iteration 4Q: 3 clusters Score -3017783 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11555 members Mstep: Class 2 contains 7895 members Entering Unmasked Estep Score: -3018095.250000 Penalty: 4898.298828 Iteration 5Q: 3 clusters Score -3018095 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12206 members Mstep: Class 2 contains 7244 members Entering Unmasked Estep Score: -3018434.500000 Penalty: 4898.298828 Iteration 6Q: 3 clusters Score -3018434 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12995 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -3018865.750000 Penalty: 4898.298828 Iteration 7Q: 3 clusters Score -3018866 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13957 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -3019487.750000 Penalty: 4898.298828 Iteration 8F: 3 clusters Score -3019488 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15061 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -3020267.750000 Penalty: 4898.298828 Iteration 9F: 3 clusters Score -3020268 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16176 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -3021194.250000 Penalty: 4898.298828 Iteration 10F: 3 clusters Score -3021194 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17210 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -3022098.750000 Penalty: 4898.298828 Iteration 11F: 3 clusters Score -3022099 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17973 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -3022754.500000 Penalty: 4898.298828 Iteration 12Q: 3 clusters Score -3022754 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18469 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -3023214.000000 Penalty: 4898.298828 Iteration 13Q: 3 clusters Score -3023214 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18748 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -3023458.750000 Penalty: 4898.298828 Iteration 14Q: 3 clusters Score -3023459 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18889 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -3023600.750000 Penalty: 4898.298828 Iteration 15Q: 3 clusters Score -3023601 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18977 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -3023702.000000 Penalty: 4898.298828 Iteration 16Q: 3 clusters Score -3023702 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19022 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -3023752.000000 Penalty: 4898.298828 Iteration 17Q: 3 clusters Score -3023752 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19054 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -3023780.000000 Penalty: 4898.298828 Iteration 18Q: 3 clusters Score -3023780 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19085 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -3023812.500000 Penalty: 4898.298828 Iteration 19Q: 3 clusters Score -3023812 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19106 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -3023842.000000 Penalty: 4898.298828 Iteration 20F: 3 clusters Score -3023842 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19120 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -3023877.250000 Penalty: 4898.298828 Iteration 21Q: 3 clusters Score -3023877 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19122 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -3023881.500000 Penalty: 4898.298828 Iteration 22Q: 3 clusters Score -3023882 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19128 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -3023897.250000 Penalty: 4898.298828 Iteration 23Q: 3 clusters Score -3023897 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19134 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -3023904.000000 Penalty: 4898.298828 Iteration 24Q: 3 clusters Score -3023904 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19139 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -3023908.000000 Penalty: 4898.298828 Iteration 25Q: 3 clusters Score -3023908 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19141 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -3023911.750000 Penalty: 4898.298828 Iteration 26Q: 3 clusters Score -3023912 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19141 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -3023911.750000 Penalty: 4898.298828 Iteration 27F: 3 clusters Score -3023912 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (9362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9362 members Entering Unmasked Estep Score: -1461425.125000 Penalty: 2267.814697 Iteration 0F: 2 clusters Score -1461425 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -1454125.500000 Penalty: 4535.629395 Iteration 0F: 3 clusters Score -1454126 nChanged 3854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -1456159.625000 Penalty: 4535.629395 Iteration 1F: 3 clusters Score -1456160 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -1456430.625000 Penalty: 4535.629395 Iteration 2F: 3 clusters Score -1456431 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -1456624.000000 Penalty: 4535.629395 Iteration 3Q: 3 clusters Score -1456624 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -1456754.500000 Penalty: 4535.629395 Iteration 4Q: 3 clusters Score -1456754 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -1456855.125000 Penalty: 4535.629395 Iteration 5Q: 3 clusters Score -1456855 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -1456937.500000 Penalty: 4535.629395 Iteration 6Q: 3 clusters Score -1456938 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -1457040.750000 Penalty: 4535.629395 Iteration 7Q: 3 clusters Score -1457041 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -1457132.375000 Penalty: 4535.629395 Iteration 8Q: 3 clusters Score -1457132 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -1457220.000000 Penalty: 4535.629395 Iteration 9Q: 3 clusters Score -1457220 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -1457303.000000 Penalty: 4535.629395 Iteration 10Q: 3 clusters Score -1457303 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -1457406.000000 Penalty: 4535.629395 Iteration 11Q: 3 clusters Score -1457406 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 6290 members Entering Unmasked Estep Score: -1457535.375000 Penalty: 4535.629395 Iteration 12Q: 3 clusters Score -1457535 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 6523 members Entering Unmasked Estep Score: -1457693.625000 Penalty: 4535.629395 Iteration 13Q: 3 clusters Score -1457694 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -1457870.875000 Penalty: 4535.629395 Iteration 14Q: 3 clusters Score -1457871 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -1458093.875000 Penalty: 4535.629395 Iteration 15Q: 3 clusters Score -1458094 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 7277 members Entering Unmasked Estep Score: -1458347.125000 Penalty: 4535.629395 Iteration 16Q: 3 clusters Score -1458347 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -1458619.750000 Penalty: 4535.629395 Iteration 17Q: 3 clusters Score -1458620 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 7724 members Entering Unmasked Estep Score: -1458807.250000 Penalty: 4535.629395 Iteration 18Q: 3 clusters Score -1458807 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 7849 members Entering Unmasked Estep Score: -1458918.375000 Penalty: 4535.629395 Iteration 19Q: 3 clusters Score -1458918 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 7947 members Entering Unmasked Estep Score: -1459011.125000 Penalty: 4535.629395 Iteration 20F: 3 clusters Score -1459011 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 8036 members Entering Unmasked Estep Score: -1459080.125000 Penalty: 4535.629395 Iteration 21Q: 3 clusters Score -1459080 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 8098 members Entering Unmasked Estep Score: -1459136.250000 Penalty: 4535.629395 Iteration 22Q: 3 clusters Score -1459136 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 8145 members Entering Unmasked Estep Score: -1459176.125000 Penalty: 4535.629395 Iteration 23Q: 3 clusters Score -1459176 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 8189 members Entering Unmasked Estep Score: -1459212.000000 Penalty: 4535.629395 Iteration 24Q: 3 clusters Score -1459212 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 8232 members Entering Unmasked Estep Score: -1459236.750000 Penalty: 4535.629395 Iteration 25Q: 3 clusters Score -1459237 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 8266 members Entering Unmasked Estep Score: -1459263.000000 Penalty: 4535.629395 Iteration 26Q: 3 clusters Score -1459263 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 8298 members Entering Unmasked Estep Score: -1459282.875000 Penalty: 4535.629395 Iteration 27Q: 3 clusters Score -1459283 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 8336 members Entering Unmasked Estep Score: -1459309.125000 Penalty: 4535.629395 Iteration 28Q: 3 clusters Score -1459309 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 8363 members Entering Unmasked Estep Score: -1459324.875000 Penalty: 4535.629395 Iteration 29Q: 3 clusters Score -1459325 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 8382 members Entering Unmasked Estep Score: -1459337.250000 Penalty: 4535.629395 Iteration 30Q: 3 clusters Score -1459337 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 8402 members Entering Unmasked Estep Score: -1459350.250000 Penalty: 4535.629395 Iteration 31Q: 3 clusters Score -1459350 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 8423 members Entering Unmasked Estep Score: -1459364.750000 Penalty: 4535.629395 Iteration 32Q: 3 clusters Score -1459365 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 8448 members Entering Unmasked Estep Score: -1459383.500000 Penalty: 4535.629395 Iteration 33Q: 3 clusters Score -1459384 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 8474 members Entering Unmasked Estep Score: -1459410.750000 Penalty: 4535.629395 Iteration 34Q: 3 clusters Score -1459411 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -1459421.375000 Penalty: 4535.629395 Iteration 35Q: 3 clusters Score -1459421 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 8507 members Entering Unmasked Estep Score: -1459426.625000 Penalty: 4535.629395 Iteration 36Q: 3 clusters Score -1459427 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 8515 members Entering Unmasked Estep Score: -1459430.250000 Penalty: 4535.629395 Iteration 37Q: 3 clusters Score -1459430 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 8524 members Entering Unmasked Estep Score: -1459437.500000 Penalty: 4535.629395 Iteration 38Q: 3 clusters Score -1459438 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 8530 members Entering Unmasked Estep Score: -1459442.375000 Penalty: 4535.629395 Iteration 39Q: 3 clusters Score -1459442 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 8536 members Entering Unmasked Estep Score: -1459440.750000 Penalty: 4535.629395 Iteration 40F: 3 clusters Score -1459441 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 8539 members Entering Unmasked Estep Score: -1459444.125000 Penalty: 4535.629395 Iteration 41Q: 3 clusters Score -1459444 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 8540 members Entering Unmasked Estep Score: -1459448.375000 Penalty: 4535.629395 Iteration 42Q: 3 clusters Score -1459448 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 8545 members Entering Unmasked Estep Score: -1459450.125000 Penalty: 4535.629395 Iteration 43Q: 3 clusters Score -1459450 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 8549 members Entering Unmasked Estep Score: -1459453.625000 Penalty: 4535.629395 Iteration 44Q: 3 clusters Score -1459454 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -1459452.625000 Penalty: 4535.629395 Iteration 45Q: 3 clusters Score -1459453 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 8555 members Entering Unmasked Estep Score: -1459455.875000 Penalty: 4535.629395 Iteration 46Q: 3 clusters Score -1459456 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 8561 members Entering Unmasked Estep Score: -1459461.125000 Penalty: 4535.629395 Iteration 47Q: 3 clusters Score -1459461 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 8563 members Entering Unmasked Estep Score: -1459462.875000 Penalty: 4535.629395 Iteration 48Q: 3 clusters Score -1459463 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 8564 members Entering Unmasked Estep Score: -1459465.000000 Penalty: 4535.629395 Iteration 49Q: 3 clusters Score -1459465 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 8566 members Entering Unmasked Estep Score: -1459467.500000 Penalty: 4535.629395 Iteration 50Q: 3 clusters Score -1459468 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 8567 members Entering Unmasked Estep Score: -1459467.750000 Penalty: 4535.629395 Iteration 51Q: 3 clusters Score -1459468 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 8569 members Entering Unmasked Estep Score: -1459468.750000 Penalty: 4535.629395 Iteration 52Q: 3 clusters Score -1459469 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 8570 members Entering Unmasked Estep Score: -1459470.750000 Penalty: 4535.629395 Iteration 53Q: 3 clusters Score -1459471 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 8575 members Entering Unmasked Estep Score: -1459475.375000 Penalty: 4535.629395 Iteration 54Q: 3 clusters Score -1459475 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 8581 members Entering Unmasked Estep Score: -1459478.750000 Penalty: 4535.629395 Iteration 55Q: 3 clusters Score -1459479 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 8587 members Entering Unmasked Estep Score: -1459480.125000 Penalty: 4535.629395 Iteration 56Q: 3 clusters Score -1459480 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 8591 members Entering Unmasked Estep Score: -1459483.875000 Penalty: 4535.629395 Iteration 57Q: 3 clusters Score -1459484 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 8594 members Entering Unmasked Estep Score: -1459485.750000 Penalty: 4535.629395 Iteration 58Q: 3 clusters Score -1459486 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 8594 members Entering Unmasked Estep Score: -1459485.750000 Penalty: 4535.629395 Iteration 59F: 3 clusters Score -1459486 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Entering Unmasked Estep Score: -222916.921875 Penalty: 1825.936035 Iteration 0F: 2 clusters Score -222916.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -220650.421875 Penalty: 3651.872070 Iteration 0F: 3 clusters Score -220650.4 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -221203.546875 Penalty: 3651.872070 Iteration 1F: 3 clusters Score -221203.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -221437.328125 Penalty: 3651.872070 Iteration 2F: 3 clusters Score -221437.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -221596.765625 Penalty: 3651.872070 Iteration 3F: 3 clusters Score -221596.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -221791.187500 Penalty: 3651.872070 Iteration 4F: 3 clusters Score -221791.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -221973.062500 Penalty: 3651.872070 Iteration 5F: 3 clusters Score -221973.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -222113.984375 Penalty: 3651.872070 Iteration 6Q: 3 clusters Score -222114 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -222237.296875 Penalty: 3651.872070 Iteration 7Q: 3 clusters Score -222237.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -222339.640625 Penalty: 3651.872070 Iteration 8Q: 3 clusters Score -222339.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -222448.734375 Penalty: 3651.872070 Iteration 9Q: 3 clusters Score -222448.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -222566.656250 Penalty: 3651.872070 Iteration 10Q: 3 clusters Score -222566.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -222638.578125 Penalty: 3651.872070 Iteration 11Q: 3 clusters Score -222638.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -222672.187500 Penalty: 3651.872070 Iteration 12Q: 3 clusters Score -222672.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -222687.656250 Penalty: 3651.872070 Iteration 13Q: 3 clusters Score -222687.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -222699.500000 Penalty: 3651.872070 Iteration 14Q: 3 clusters Score -222699.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -222702.531250 Penalty: 3651.872070 Iteration 15Q: 3 clusters Score -222702.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -222704.062500 Penalty: 3651.872070 Iteration 16Q: 3 clusters Score -222704.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -222707.515625 Penalty: 3651.872070 Iteration 17Q: 3 clusters Score -222707.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -222710.281250 Penalty: 3651.872070 Iteration 18Q: 3 clusters Score -222710.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -222711.734375 Penalty: 3651.872070 Iteration 19Q: 3 clusters Score -222711.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -222712.437500 Penalty: 3651.872070 Iteration 20F: 3 clusters Score -222712.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -222715.812500 Penalty: 3651.872070 Iteration 21Q: 3 clusters Score -222715.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -222715.812500 Penalty: 3651.872070 Iteration 22F: 3 clusters Score -222715.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (16234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16234 members Entering Unmasked Estep Score: -2389336.750000 Penalty: 2404.326172 Iteration 0F: 2 clusters Score -2389337 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8078 members Mstep: Class 2 contains 8156 members Entering Unmasked Estep Score: -2377727.750000 Penalty: 4808.652344 Iteration 0F: 3 clusters Score -2377728 nChanged 7068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8118 members Mstep: Class 2 contains 8116 members Entering Unmasked Estep Score: -2381856.250000 Penalty: 4808.652344 Iteration 1F: 3 clusters Score -2381856 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8217 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -2382445.000000 Penalty: 4808.652344 Iteration 2F: 3 clusters Score -2382445 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8325 members Mstep: Class 2 contains 7909 members Entering Unmasked Estep Score: -2382884.750000 Penalty: 4808.652344 Iteration 3F: 3 clusters Score -2382885 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8486 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -2383249.500000 Penalty: 4808.652344 Iteration 4Q: 3 clusters Score -2383250 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8652 members Mstep: Class 2 contains 7582 members Entering Unmasked Estep Score: -2383550.250000 Penalty: 4808.652344 Iteration 5Q: 3 clusters Score -2383550 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8836 members Mstep: Class 2 contains 7398 members Entering Unmasked Estep Score: -2383827.750000 Penalty: 4808.652344 Iteration 6Q: 3 clusters Score -2383828 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9087 members Mstep: Class 2 contains 7147 members Entering Unmasked Estep Score: -2384054.500000 Penalty: 4808.652344 Iteration 7Q: 3 clusters Score -2384054 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9359 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -2384241.000000 Penalty: 4808.652344 Iteration 8Q: 3 clusters Score -2384241 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9656 members Mstep: Class 2 contains 6578 members Entering Unmasked Estep Score: -2384409.750000 Penalty: 4808.652344 Iteration 9Q: 3 clusters Score -2384410 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9997 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -2384577.250000 Penalty: 4808.652344 Iteration 10Q: 3 clusters Score -2384577 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10353 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -2384744.000000 Penalty: 4808.652344 Iteration 11Q: 3 clusters Score -2384744 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10741 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -2384923.750000 Penalty: 4808.652344 Iteration 12Q: 3 clusters Score -2384924 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11202 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -2385151.750000 Penalty: 4808.652344 Iteration 13Q: 3 clusters Score -2385152 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11702 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -2385393.500000 Penalty: 4808.652344 Iteration 14Q: 3 clusters Score -2385394 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12202 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -2385651.000000 Penalty: 4808.652344 Iteration 15Q: 3 clusters Score -2385651 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12683 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -2385903.750000 Penalty: 4808.652344 Iteration 16Q: 3 clusters Score -2385904 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13150 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -2386151.250000 Penalty: 4808.652344 Iteration 17Q: 3 clusters Score -2386151 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13600 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -2386393.500000 Penalty: 4808.652344 Iteration 18Q: 3 clusters Score -2386394 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13963 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -2386588.500000 Penalty: 4808.652344 Iteration 19Q: 3 clusters Score -2386588 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14269 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -2386749.750000 Penalty: 4808.652344 Iteration 20F: 3 clusters Score -2386750 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14550 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -2386913.750000 Penalty: 4808.652344 Iteration 21Q: 3 clusters Score -2386914 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14764 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -2387033.500000 Penalty: 4808.652344 Iteration 22Q: 3 clusters Score -2387034 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14933 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -2387137.750000 Penalty: 4808.652344 Iteration 23Q: 3 clusters Score -2387138 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15067 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -2387208.250000 Penalty: 4808.652344 Iteration 24Q: 3 clusters Score -2387208 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15151 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -2387245.750000 Penalty: 4808.652344 Iteration 25Q: 3 clusters Score -2387246 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15216 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -2387281.750000 Penalty: 4808.652344 Iteration 26Q: 3 clusters Score -2387282 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15256 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -2387299.750000 Penalty: 4808.652344 Iteration 27Q: 3 clusters Score -2387300 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15285 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -2387318.500000 Penalty: 4808.652344 Iteration 28Q: 3 clusters Score -2387318 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15311 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -2387330.250000 Penalty: 4808.652344 Iteration 29Q: 3 clusters Score -2387330 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15333 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -2387344.500000 Penalty: 4808.652344 Iteration 30Q: 3 clusters Score -2387344 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15359 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -2387356.750000 Penalty: 4808.652344 Iteration 31Q: 3 clusters Score -2387357 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15382 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -2387370.250000 Penalty: 4808.652344 Iteration 32Q: 3 clusters Score -2387370 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15392 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -2387373.000000 Penalty: 4808.652344 Iteration 33Q: 3 clusters Score -2387373 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15408 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -2387380.500000 Penalty: 4808.652344 Iteration 34Q: 3 clusters Score -2387380 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15420 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -2387387.750000 Penalty: 4808.652344 Iteration 35Q: 3 clusters Score -2387388 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15427 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -2387387.250000 Penalty: 4808.652344 Iteration 36Q: 3 clusters Score -2387387 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15433 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -2387393.250000 Penalty: 4808.652344 Iteration 37Q: 3 clusters Score -2387393 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15443 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -2387395.500000 Penalty: 4808.652344 Iteration 38Q: 3 clusters Score -2387396 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15452 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -2387400.500000 Penalty: 4808.652344 Iteration 39Q: 3 clusters Score -2387400 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15453 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -2387403.250000 Penalty: 4808.652344 Iteration 40F: 3 clusters Score -2387403 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15455 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -2387402.000000 Penalty: 4808.652344 Iteration 41Q: 3 clusters Score -2387402 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15458 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -2387407.000000 Penalty: 4808.652344 Iteration 42Q: 3 clusters Score -2387407 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15458 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -2387407.000000 Penalty: 4808.652344 Iteration 43F: 3 clusters Score -2387407 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83848 members Mstep: Class 2 contains 51513 members Mstep: Class 3 contains 10832 members Mstep: Class 4 contains 3684 members Mstep: Class 5 contains 29343 members Mstep: Class 6 contains 4098 members Mstep: Class 7 contains 23078 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11104 members Mstep: Class 10 contains 7533 members Mstep: Class 11 contains 5522 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7810 members Mstep: Class 15 contains 1818 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105358 members Mstep: Class 18 contains 2743 members Mstep: Class 19 contains 8590 members Mstep: Class 20 contains 2775 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4761 members Mstep: Class 24 contains 12042 members Mstep: Class 25 contains 4882 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3617 members Mstep: Class 29 contains 6213 members Mstep: Class 30 contains 19450 members Mstep: Class 31 contains 9362 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16234 members Entering Unmasked Estep ConsiderDeletion Score: -65624916.000000 Penalty: 106421.570312 Iteration 199Q: 34 clusters Score -6.562492e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83845 members Mstep: Class 2 contains 51510 members Mstep: Class 3 contains 10835 members Mstep: Class 4 contains 3679 members Mstep: Class 5 contains 29276 members Mstep: Class 6 contains 4090 members Mstep: Class 7 contains 23093 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11117 members Mstep: Class 10 contains 7546 members Mstep: Class 11 contains 5526 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7811 members Mstep: Class 15 contains 1819 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105358 members Mstep: Class 18 contains 2743 members Mstep: Class 19 contains 8593 members Mstep: Class 20 contains 2772 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4748 members Mstep: Class 24 contains 12066 members Mstep: Class 25 contains 4906 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3617 members Mstep: Class 29 contains 6216 members Mstep: Class 30 contains 19449 members Mstep: Class 31 contains 9366 members Mstep: Class 32 contains 1577 members Mstep: Class 33 contains 16228 members Entering Unmasked Estep ConsiderDeletion Score: -65624880.000000 Penalty: 106421.570312 Iteration 200F: 34 clusters Score -6.562488e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83841 members Mstep: Class 2 contains 51505 members Mstep: Class 3 contains 10835 members Mstep: Class 4 contains 3676 members Mstep: Class 5 contains 29203 members Mstep: Class 6 contains 4087 members Mstep: Class 7 contains 23111 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11146 members Mstep: Class 10 contains 7551 members Mstep: Class 11 contains 5529 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7811 members Mstep: Class 15 contains 1818 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105356 members Mstep: Class 18 contains 2743 members Mstep: Class 19 contains 8598 members Mstep: Class 20 contains 2778 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4737 members Mstep: Class 24 contains 12079 members Mstep: Class 25 contains 4930 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3616 members Mstep: Class 29 contains 6220 members Mstep: Class 30 contains 19450 members Mstep: Class 31 contains 9368 members Mstep: Class 32 contains 1577 members Mstep: Class 33 contains 16221 members Entering Unmasked Estep ConsiderDeletion Score: -65624884.000000 Penalty: 106421.570312 Iteration 201Q: 34 clusters Score -6.562488e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83837 members Mstep: Class 2 contains 51502 members Mstep: Class 3 contains 10835 members Mstep: Class 4 contains 3673 members Mstep: Class 5 contains 29114 members Mstep: Class 6 contains 4083 members Mstep: Class 7 contains 23121 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11185 members Mstep: Class 10 contains 7554 members Mstep: Class 11 contains 5534 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7811 members Mstep: Class 15 contains 1816 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105357 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8603 members Mstep: Class 20 contains 2778 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4734 members Mstep: Class 24 contains 12103 members Mstep: Class 25 contains 4949 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3615 members Mstep: Class 29 contains 6226 members Mstep: Class 30 contains 19452 members Mstep: Class 31 contains 9369 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16215 members Entering Unmasked Estep ConsiderDeletion Score: -65624888.000000 Penalty: 106421.570312 Iteration 202Q: 34 clusters Score -6.562489e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83832 members Mstep: Class 2 contains 51500 members Mstep: Class 3 contains 10838 members Mstep: Class 4 contains 3669 members Mstep: Class 5 contains 29030 members Mstep: Class 6 contains 4081 members Mstep: Class 7 contains 23135 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11223 members Mstep: Class 10 contains 7556 members Mstep: Class 11 contains 5536 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7810 members Mstep: Class 15 contains 1818 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105353 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8602 members Mstep: Class 20 contains 2784 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4729 members Mstep: Class 24 contains 12123 members Mstep: Class 25 contains 4975 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3615 members Mstep: Class 29 contains 6230 members Mstep: Class 30 contains 19452 members Mstep: Class 31 contains 9372 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16203 members Entering Unmasked Estep ConsiderDeletion Score: -65624960.000000 Penalty: 106421.570312 Iteration 203Q: 34 clusters Score -6.562496e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83831 members Mstep: Class 2 contains 51499 members Mstep: Class 3 contains 10839 members Mstep: Class 4 contains 3666 members Mstep: Class 5 contains 28949 members Mstep: Class 6 contains 4081 members Mstep: Class 7 contains 23143 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 11250 members Mstep: Class 10 contains 7565 members Mstep: Class 11 contains 5541 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7810 members Mstep: Class 15 contains 1817 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105351 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8599 members Mstep: Class 20 contains 2786 members Mstep: Class 21 contains 3121 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4720 members Mstep: Class 24 contains 12152 members Mstep: Class 25 contains 4999 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3615 members Mstep: Class 29 contains 6235 members Mstep: Class 30 contains 19451 members Mstep: Class 31 contains 9376 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16190 members Entering Unmasked Estep ConsiderDeletion Score: -65624976.000000 Penalty: 106421.570312 Iteration 204Q: 34 clusters Score -6.562498e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83831 members Mstep: Class 2 contains 51497 members Mstep: Class 3 contains 10840 members Mstep: Class 4 contains 3661 members Mstep: Class 5 contains 28858 members Mstep: Class 6 contains 4081 members Mstep: Class 7 contains 23156 members Mstep: Class 8 contains 406 members Mstep: Class 9 contains 11294 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 5547 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7811 members Mstep: Class 15 contains 1818 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105350 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8596 members Mstep: Class 20 contains 2789 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4717 members Mstep: Class 24 contains 12173 members Mstep: Class 25 contains 5020 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3615 members Mstep: Class 29 contains 6239 members Mstep: Class 30 contains 19450 members Mstep: Class 31 contains 9378 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16180 members Entering Unmasked Estep ConsiderDeletion Score: -65624932.000000 Penalty: 106421.570312 Iteration 205Q: 34 clusters Score -6.562493e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83833 members Mstep: Class 2 contains 51497 members Mstep: Class 3 contains 10840 members Mstep: Class 4 contains 3657 members Mstep: Class 5 contains 28763 members Mstep: Class 6 contains 4084 members Mstep: Class 7 contains 23166 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 11346 members Mstep: Class 10 contains 7568 members Mstep: Class 11 contains 5552 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7810 members Mstep: Class 15 contains 1820 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105352 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8596 members Mstep: Class 20 contains 2790 members Mstep: Class 21 contains 3120 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4708 members Mstep: Class 24 contains 12192 members Mstep: Class 25 contains 5036 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3615 members Mstep: Class 29 contains 6241 members Mstep: Class 30 contains 19447 members Mstep: Class 31 contains 9381 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16169 members Entering Unmasked Estep ConsiderDeletion Score: -65624904.000000 Penalty: 106421.570312 Iteration 206Q: 34 clusters Score -6.56249e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83832 members Mstep: Class 2 contains 51498 members Mstep: Class 3 contains 10840 members Mstep: Class 4 contains 3652 members Mstep: Class 5 contains 28674 members Mstep: Class 6 contains 4083 members Mstep: Class 7 contains 23180 members Mstep: Class 8 contains 409 members Mstep: Class 9 contains 11399 members Mstep: Class 10 contains 7572 members Mstep: Class 11 contains 5558 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7810 members Mstep: Class 15 contains 1822 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105351 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8595 members Mstep: Class 20 contains 2789 members Mstep: Class 21 contains 3121 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4699 members Mstep: Class 24 contains 12209 members Mstep: Class 25 contains 5046 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3616 members Mstep: Class 29 contains 6242 members Mstep: Class 30 contains 19447 members Mstep: Class 31 contains 9386 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16161 members Entering Unmasked Estep ConsiderDeletion Score: -65624904.000000 Penalty: 106421.570312 Iteration 207Q: 34 clusters Score -6.56249e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83834 members Mstep: Class 2 contains 51498 members Mstep: Class 3 contains 10839 members Mstep: Class 4 contains 3644 members Mstep: Class 5 contains 28588 members Mstep: Class 6 contains 4080 members Mstep: Class 7 contains 23192 members Mstep: Class 8 contains 409 members Mstep: Class 9 contains 11459 members Mstep: Class 10 contains 7575 members Mstep: Class 11 contains 5561 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7810 members Mstep: Class 15 contains 1821 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105351 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8595 members Mstep: Class 20 contains 2787 members Mstep: Class 21 contains 3121 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4687 members Mstep: Class 24 contains 12234 members Mstep: Class 25 contains 5055 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3616 members Mstep: Class 29 contains 6244 members Mstep: Class 30 contains 19447 members Mstep: Class 31 contains 9388 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16156 members Entering Unmasked Estep ConsiderDeletion Score: -65625016.000000 Penalty: 106421.570312 Iteration 208Q: 34 clusters Score -6.562502e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83834 members Mstep: Class 2 contains 51496 members Mstep: Class 3 contains 10838 members Mstep: Class 4 contains 3640 members Mstep: Class 5 contains 28511 members Mstep: Class 6 contains 4075 members Mstep: Class 7 contains 23201 members Mstep: Class 8 contains 409 members Mstep: Class 9 contains 11495 members Mstep: Class 10 contains 7575 members Mstep: Class 11 contains 5567 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7810 members Mstep: Class 15 contains 1824 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105352 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8593 members Mstep: Class 20 contains 2787 members Mstep: Class 21 contains 3121 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4679 members Mstep: Class 24 contains 12265 members Mstep: Class 25 contains 5068 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3616 members Mstep: Class 29 contains 6245 members Mstep: Class 30 contains 19447 members Mstep: Class 31 contains 9389 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16154 members Entering Unmasked Estep ConsiderDeletion Score: -65625076.000000 Penalty: 106421.570312 Iteration 209Q: 34 clusters Score -6.562508e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83834 members Mstep: Class 2 contains 51496 members Mstep: Class 3 contains 10839 members Mstep: Class 4 contains 3635 members Mstep: Class 5 contains 28437 members Mstep: Class 6 contains 4068 members Mstep: Class 7 contains 23207 members Mstep: Class 8 contains 410 members Mstep: Class 9 contains 11522 members Mstep: Class 10 contains 7580 members Mstep: Class 11 contains 5577 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7811 members Mstep: Class 15 contains 1822 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105352 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8594 members Mstep: Class 20 contains 2785 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4676 members Mstep: Class 24 contains 12292 members Mstep: Class 25 contains 5084 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3616 members Mstep: Class 29 contains 6249 members Mstep: Class 30 contains 19447 members Mstep: Class 31 contains 9393 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16143 members Entering Unmasked Estep ConsiderDeletion Score: -65625072.000000 Penalty: 106421.570312 Iteration 210Q: 34 clusters Score -6.562507e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83833 members Mstep: Class 2 contains 51494 members Mstep: Class 3 contains 10840 members Mstep: Class 4 contains 3629 members Mstep: Class 5 contains 28353 members Mstep: Class 6 contains 4063 members Mstep: Class 7 contains 23212 members Mstep: Class 8 contains 411 members Mstep: Class 9 contains 11563 members Mstep: Class 10 contains 7586 members Mstep: Class 11 contains 5584 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7811 members Mstep: Class 15 contains 1825 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105353 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8595 members Mstep: Class 20 contains 2786 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4675 members Mstep: Class 24 contains 12318 members Mstep: Class 25 contains 5093 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3616 members Mstep: Class 29 contains 6250 members Mstep: Class 30 contains 19447 members Mstep: Class 31 contains 9395 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16137 members Entering Unmasked Estep ConsiderDeletion Score: -65625184.000000 Penalty: 106421.570312 Iteration 211Q: 34 clusters Score -6.562518e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83833 members Mstep: Class 2 contains 51493 members Mstep: Class 3 contains 10840 members Mstep: Class 4 contains 3623 members Mstep: Class 5 contains 28272 members Mstep: Class 6 contains 4059 members Mstep: Class 7 contains 23220 members Mstep: Class 8 contains 411 members Mstep: Class 9 contains 11614 members Mstep: Class 10 contains 7584 members Mstep: Class 11 contains 5591 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7811 members Mstep: Class 15 contains 1827 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105354 members Mstep: Class 18 contains 2743 members Mstep: Class 19 contains 8593 members Mstep: Class 20 contains 2786 members Mstep: Class 21 contains 3123 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4675 members Mstep: Class 24 contains 12336 members Mstep: Class 25 contains 5109 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3616 members Mstep: Class 29 contains 6251 members Mstep: Class 30 contains 19446 members Mstep: Class 31 contains 9397 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16128 members Entering Unmasked Estep ConsiderDeletion Score: -65625288.000000 Penalty: 106421.570312 Iteration 212Q: 34 clusters Score -6.562529e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83833 members Mstep: Class 2 contains 51490 members Mstep: Class 3 contains 10841 members Mstep: Class 4 contains 3618 members Mstep: Class 5 contains 28199 members Mstep: Class 6 contains 4056 members Mstep: Class 7 contains 23232 members Mstep: Class 8 contains 411 members Mstep: Class 9 contains 11660 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 5589 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7811 members Mstep: Class 15 contains 1829 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105355 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8592 members Mstep: Class 20 contains 2787 members Mstep: Class 21 contains 3123 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4676 members Mstep: Class 24 contains 12349 members Mstep: Class 25 contains 5129 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3616 members Mstep: Class 29 contains 6253 members Mstep: Class 30 contains 19445 members Mstep: Class 31 contains 9399 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16119 members Entering Unmasked Estep ConsiderDeletion Score: -65625236.000000 Penalty: 106421.570312 Iteration 213Q: 34 clusters Score -6.562524e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83834 members Mstep: Class 2 contains 51490 members Mstep: Class 3 contains 10840 members Mstep: Class 4 contains 3614 members Mstep: Class 5 contains 28139 members Mstep: Class 6 contains 4054 members Mstep: Class 7 contains 23239 members Mstep: Class 8 contains 411 members Mstep: Class 9 contains 11703 members Mstep: Class 10 contains 7581 members Mstep: Class 11 contains 5589 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7811 members Mstep: Class 15 contains 1830 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105355 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8590 members Mstep: Class 20 contains 2786 members Mstep: Class 21 contains 3123 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4676 members Mstep: Class 24 contains 12361 members Mstep: Class 25 contains 5142 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3616 members Mstep: Class 29 contains 6255 members Mstep: Class 30 contains 19445 members Mstep: Class 31 contains 9404 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16106 members Entering Unmasked Estep ConsiderDeletion Score: -65625248.000000 Penalty: 106421.570312 Iteration 214Q: 34 clusters Score -6.562525e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83834 members Mstep: Class 2 contains 51490 members Mstep: Class 3 contains 10840 members Mstep: Class 4 contains 3611 members Mstep: Class 5 contains 28090 members Mstep: Class 6 contains 4052 members Mstep: Class 7 contains 23248 members Mstep: Class 8 contains 411 members Mstep: Class 9 contains 11741 members Mstep: Class 10 contains 7580 members Mstep: Class 11 contains 5591 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7811 members Mstep: Class 15 contains 1831 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105355 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8586 members Mstep: Class 20 contains 2786 members Mstep: Class 21 contains 3123 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4674 members Mstep: Class 24 contains 12368 members Mstep: Class 25 contains 5149 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3616 members Mstep: Class 29 contains 6255 members Mstep: Class 30 contains 19445 members Mstep: Class 31 contains 9407 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16100 members Entering Unmasked Estep ConsiderDeletion Score: -65625236.000000 Penalty: 106421.570312 Iteration 215Q: 34 clusters Score -6.562524e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83834 members Mstep: Class 2 contains 51490 members Mstep: Class 3 contains 10840 members Mstep: Class 4 contains 3608 members Mstep: Class 5 contains 28037 members Mstep: Class 6 contains 4048 members Mstep: Class 7 contains 23254 members Mstep: Class 8 contains 411 members Mstep: Class 9 contains 11784 members Mstep: Class 10 contains 7581 members Mstep: Class 11 contains 5592 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7812 members Mstep: Class 15 contains 1831 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105355 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8581 members Mstep: Class 20 contains 2786 members Mstep: Class 21 contains 3124 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4671 members Mstep: Class 24 contains 12382 members Mstep: Class 25 contains 5150 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3616 members Mstep: Class 29 contains 6256 members Mstep: Class 30 contains 19445 members Mstep: Class 31 contains 9411 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16095 members Entering Unmasked Estep ConsiderDeletion Score: -65625204.000000 Penalty: 106421.570312 Iteration 216Q: 34 clusters Score -6.56252e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83834 members Mstep: Class 2 contains 51490 members Mstep: Class 3 contains 10840 members Mstep: Class 4 contains 3605 members Mstep: Class 5 contains 27999 members Mstep: Class 6 contains 4044 members Mstep: Class 7 contains 23259 members Mstep: Class 8 contains 412 members Mstep: Class 9 contains 11816 members Mstep: Class 10 contains 7579 members Mstep: Class 11 contains 5594 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7812 members Mstep: Class 15 contains 1831 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105355 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8579 members Mstep: Class 20 contains 2785 members Mstep: Class 21 contains 3125 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4671 members Mstep: Class 24 contains 12388 members Mstep: Class 25 contains 5153 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3615 members Mstep: Class 29 contains 6256 members Mstep: Class 30 contains 19445 members Mstep: Class 31 contains 9417 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16090 members Entering Unmasked Estep ConsiderDeletion Score: -65625188.000000 Penalty: 106421.570312 Iteration 217Q: 34 clusters Score -6.562519e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83836 members Mstep: Class 2 contains 51489 members Mstep: Class 3 contains 10843 members Mstep: Class 4 contains 3605 members Mstep: Class 5 contains 27967 members Mstep: Class 6 contains 4043 members Mstep: Class 7 contains 23261 members Mstep: Class 8 contains 412 members Mstep: Class 9 contains 11841 members Mstep: Class 10 contains 7578 members Mstep: Class 11 contains 5595 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7811 members Mstep: Class 15 contains 1830 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105355 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8578 members Mstep: Class 20 contains 2782 members Mstep: Class 21 contains 3125 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4671 members Mstep: Class 24 contains 12397 members Mstep: Class 25 contains 5151 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3615 members Mstep: Class 29 contains 6256 members Mstep: Class 30 contains 19445 members Mstep: Class 31 contains 9425 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16083 members Entering Unmasked Estep ConsiderDeletion Score: -65625268.000000 Penalty: 106421.570312 Iteration 218Q: 34 clusters Score -6.562527e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83831 members Mstep: Class 2 contains 51488 members Mstep: Class 3 contains 10849 members Mstep: Class 4 contains 3603 members Mstep: Class 5 contains 27947 members Mstep: Class 6 contains 4038 members Mstep: Class 7 contains 23263 members Mstep: Class 8 contains 412 members Mstep: Class 9 contains 11858 members Mstep: Class 10 contains 7578 members Mstep: Class 11 contains 5599 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7810 members Mstep: Class 15 contains 1832 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105356 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8578 members Mstep: Class 20 contains 2778 members Mstep: Class 21 contains 3125 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4670 members Mstep: Class 24 contains 12406 members Mstep: Class 25 contains 5155 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3615 members Mstep: Class 29 contains 6256 members Mstep: Class 30 contains 19445 members Mstep: Class 31 contains 9427 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16075 members Entering Unmasked Estep ConsiderDeletion Score: -65625264.000000 Penalty: 106421.570312 Iteration 219Q: 34 clusters Score -6.562526e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83829 members Mstep: Class 2 contains 51487 members Mstep: Class 3 contains 10853 members Mstep: Class 4 contains 3601 members Mstep: Class 5 contains 27918 members Mstep: Class 6 contains 4030 members Mstep: Class 7 contains 23263 members Mstep: Class 8 contains 412 members Mstep: Class 9 contains 11883 members Mstep: Class 10 contains 7578 members Mstep: Class 11 contains 5600 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7811 members Mstep: Class 15 contains 1832 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105356 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8576 members Mstep: Class 20 contains 2774 members Mstep: Class 21 contains 3126 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4671 members Mstep: Class 24 contains 12420 members Mstep: Class 25 contains 5157 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3614 members Mstep: Class 29 contains 6259 members Mstep: Class 30 contains 19445 members Mstep: Class 31 contains 9429 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16070 members Entering Unmasked Estep ConsiderDeletion Score: -65625312.000000 Penalty: 106421.570312 Iteration 220F: 34 clusters Score -6.562531e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83826 members Mstep: Class 2 contains 51484 members Mstep: Class 3 contains 10856 members Mstep: Class 4 contains 3599 members Mstep: Class 5 contains 27895 members Mstep: Class 6 contains 4027 members Mstep: Class 7 contains 23264 members Mstep: Class 8 contains 412 members Mstep: Class 9 contains 11904 members Mstep: Class 10 contains 7577 members Mstep: Class 11 contains 5601 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7812 members Mstep: Class 15 contains 1833 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105356 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8574 members Mstep: Class 20 contains 2774 members Mstep: Class 21 contains 3126 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4670 members Mstep: Class 24 contains 12430 members Mstep: Class 25 contains 5164 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3614 members Mstep: Class 29 contains 6259 members Mstep: Class 30 contains 19445 members Mstep: Class 31 contains 9431 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16061 members Entering Unmasked Estep ConsiderDeletion Score: -65625236.000000 Penalty: 106421.570312 Iteration 221Q: 34 clusters Score -6.562524e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83826 members Mstep: Class 2 contains 51484 members Mstep: Class 3 contains 10858 members Mstep: Class 4 contains 3594 members Mstep: Class 5 contains 27872 members Mstep: Class 6 contains 4021 members Mstep: Class 7 contains 23264 members Mstep: Class 8 contains 412 members Mstep: Class 9 contains 11927 members Mstep: Class 10 contains 7575 members Mstep: Class 11 contains 5603 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7812 members Mstep: Class 15 contains 1834 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105355 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8575 members Mstep: Class 20 contains 2771 members Mstep: Class 21 contains 3126 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4665 members Mstep: Class 24 contains 12448 members Mstep: Class 25 contains 5168 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3614 members Mstep: Class 29 contains 6259 members Mstep: Class 30 contains 19445 members Mstep: Class 31 contains 9433 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16053 members Entering Unmasked Estep ConsiderDeletion Score: -65625304.000000 Penalty: 106421.570312 Iteration 222Q: 34 clusters Score -6.56253e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83822 members Mstep: Class 2 contains 51484 members Mstep: Class 3 contains 10858 members Mstep: Class 4 contains 3587 members Mstep: Class 5 contains 27855 members Mstep: Class 6 contains 4016 members Mstep: Class 7 contains 23268 members Mstep: Class 8 contains 412 members Mstep: Class 9 contains 11945 members Mstep: Class 10 contains 7575 members Mstep: Class 11 contains 5604 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7812 members Mstep: Class 15 contains 1835 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105354 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8578 members Mstep: Class 20 contains 2771 members Mstep: Class 21 contains 3126 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4663 members Mstep: Class 24 contains 12456 members Mstep: Class 25 contains 5175 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3613 members Mstep: Class 29 contains 6260 members Mstep: Class 30 contains 19445 members Mstep: Class 31 contains 9436 members Mstep: Class 32 contains 1577 members Mstep: Class 33 contains 16043 members Entering Unmasked Estep ConsiderDeletion Score: -65625352.000000 Penalty: 106421.570312 Iteration 223Q: 34 clusters Score -6.562535e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83818 members Mstep: Class 2 contains 51481 members Mstep: Class 3 contains 10859 members Mstep: Class 4 contains 3585 members Mstep: Class 5 contains 27845 members Mstep: Class 6 contains 4009 members Mstep: Class 7 contains 23270 members Mstep: Class 8 contains 412 members Mstep: Class 9 contains 11955 members Mstep: Class 10 contains 7576 members Mstep: Class 11 contains 5605 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7812 members Mstep: Class 15 contains 1840 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105353 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8583 members Mstep: Class 20 contains 2769 members Mstep: Class 21 contains 3127 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4662 members Mstep: Class 24 contains 12466 members Mstep: Class 25 contains 5171 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3613 members Mstep: Class 29 contains 6261 members Mstep: Class 30 contains 19445 members Mstep: Class 31 contains 9438 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16039 members Entering Unmasked Estep ConsiderDeletion Score: -65625452.000000 Penalty: 106421.570312 Iteration 224Q: 34 clusters Score -6.562545e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83811 members Mstep: Class 2 contains 51476 members Mstep: Class 3 contains 10858 members Mstep: Class 4 contains 3580 members Mstep: Class 5 contains 27837 members Mstep: Class 6 contains 4006 members Mstep: Class 7 contains 23271 members Mstep: Class 8 contains 412 members Mstep: Class 9 contains 11962 members Mstep: Class 10 contains 7576 members Mstep: Class 11 contains 5605 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7814 members Mstep: Class 15 contains 1845 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105353 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8589 members Mstep: Class 20 contains 2762 members Mstep: Class 21 contains 3127 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4663 members Mstep: Class 24 contains 12479 members Mstep: Class 25 contains 5174 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3613 members Mstep: Class 29 contains 6262 members Mstep: Class 30 contains 19446 members Mstep: Class 31 contains 9439 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16034 members Entering Unmasked Estep ConsiderDeletion Score: -65625408.000000 Penalty: 106421.570312 Iteration 225Q: 34 clusters Score -6.562541e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83809 members Mstep: Class 2 contains 51464 members Mstep: Class 3 contains 10858 members Mstep: Class 4 contains 3573 members Mstep: Class 5 contains 27827 members Mstep: Class 6 contains 3999 members Mstep: Class 7 contains 23275 members Mstep: Class 8 contains 412 members Mstep: Class 9 contains 11971 members Mstep: Class 10 contains 7576 members Mstep: Class 11 contains 5607 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7815 members Mstep: Class 15 contains 1851 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105350 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8595 members Mstep: Class 20 contains 2760 members Mstep: Class 21 contains 3127 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4664 members Mstep: Class 24 contains 12497 members Mstep: Class 25 contains 5168 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3613 members Mstep: Class 29 contains 6265 members Mstep: Class 30 contains 19448 members Mstep: Class 31 contains 9438 members Mstep: Class 32 contains 1577 members Mstep: Class 33 contains 16031 members Entering Unmasked Estep ConsiderDeletion Score: -65625376.000000 Penalty: 106421.570312 Iteration 226Q: 34 clusters Score -6.562538e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83799 members Mstep: Class 2 contains 51452 members Mstep: Class 3 contains 10855 members Mstep: Class 4 contains 3563 members Mstep: Class 5 contains 27815 members Mstep: Class 6 contains 3992 members Mstep: Class 7 contains 23281 members Mstep: Class 8 contains 412 members Mstep: Class 9 contains 11982 members Mstep: Class 10 contains 7577 members Mstep: Class 11 contains 5606 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7815 members Mstep: Class 15 contains 1854 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105347 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8614 members Mstep: Class 20 contains 2756 members Mstep: Class 21 contains 3128 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4663 members Mstep: Class 24 contains 12515 members Mstep: Class 25 contains 5166 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3612 members Mstep: Class 29 contains 6267 members Mstep: Class 30 contains 19451 members Mstep: Class 31 contains 9439 members Mstep: Class 32 contains 1578 members Mstep: Class 33 contains 16031 members Entering Unmasked Estep ConsiderDeletion Score: -65625384.000000 Penalty: 106421.570312 Iteration 227Q: 34 clusters Score -6.562538e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83787 members Mstep: Class 2 contains 51427 members Mstep: Class 3 contains 10865 members Mstep: Class 4 contains 3556 members Mstep: Class 5 contains 27805 members Mstep: Class 6 contains 3988 members Mstep: Class 7 contains 23289 members Mstep: Class 8 contains 414 members Mstep: Class 9 contains 11988 members Mstep: Class 10 contains 7576 members Mstep: Class 11 contains 5606 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7815 members Mstep: Class 15 contains 1849 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105346 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8634 members Mstep: Class 20 contains 2767 members Mstep: Class 21 contains 3127 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4662 members Mstep: Class 24 contains 12524 members Mstep: Class 25 contains 5170 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3612 members Mstep: Class 29 contains 6268 members Mstep: Class 30 contains 19447 members Mstep: Class 31 contains 9440 members Mstep: Class 32 contains 1576 members Mstep: Class 33 contains 16032 members Entering Unmasked Estep ConsiderDeletion Score: -65625620.000000 Penalty: 106421.570312 Iteration 228Q: 34 clusters Score -6.562562e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83761 members Mstep: Class 2 contains 51385 members Mstep: Class 3 contains 10877 members Mstep: Class 4 contains 3546 members Mstep: Class 5 contains 27796 members Mstep: Class 6 contains 3986 members Mstep: Class 7 contains 23305 members Mstep: Class 8 contains 414 members Mstep: Class 9 contains 11994 members Mstep: Class 10 contains 7578 members Mstep: Class 11 contains 5612 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7817 members Mstep: Class 15 contains 1852 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105342 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8649 members Mstep: Class 20 contains 2800 members Mstep: Class 21 contains 3125 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4662 members Mstep: Class 24 contains 12530 members Mstep: Class 25 contains 5164 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3612 members Mstep: Class 29 contains 6270 members Mstep: Class 30 contains 19449 members Mstep: Class 31 contains 9440 members Mstep: Class 32 contains 1575 members Mstep: Class 33 contains 16029 members Entering Unmasked Estep ConsiderDeletion Score: -65625684.000000 Penalty: 106421.570312 Iteration 229Q: 34 clusters Score -6.562568e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83726 members Mstep: Class 2 contains 51351 members Mstep: Class 3 contains 10888 members Mstep: Class 4 contains 3544 members Mstep: Class 5 contains 27786 members Mstep: Class 6 contains 3985 members Mstep: Class 7 contains 23321 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 11999 members Mstep: Class 10 contains 7584 members Mstep: Class 11 contains 5611 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7820 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105332 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 8663 members Mstep: Class 20 contains 2847 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4662 members Mstep: Class 24 contains 12521 members Mstep: Class 25 contains 5168 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3612 members Mstep: Class 29 contains 6271 members Mstep: Class 30 contains 19446 members Mstep: Class 31 contains 9441 members Mstep: Class 32 contains 1574 members Mstep: Class 33 contains 16026 members Entering Unmasked Estep ConsiderDeletion Score: -65625784.000000 Penalty: 106421.570312 Iteration 230Q: 34 clusters Score -6.562578e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83705 members Mstep: Class 2 contains 51310 members Mstep: Class 3 contains 10906 members Mstep: Class 4 contains 3540 members Mstep: Class 5 contains 27779 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23333 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12000 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 5611 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7822 members Mstep: Class 15 contains 1854 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105314 members Mstep: Class 18 contains 2743 members Mstep: Class 19 contains 8676 members Mstep: Class 20 contains 2900 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4663 members Mstep: Class 24 contains 12514 members Mstep: Class 25 contains 5174 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3612 members Mstep: Class 29 contains 6272 members Mstep: Class 30 contains 19441 members Mstep: Class 31 contains 9441 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16024 members Entering Unmasked Estep ConsiderDeletion Score: -65625784.000000 Penalty: 106421.570312 Iteration 231Q: 34 clusters Score -6.562578e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83688 members Mstep: Class 2 contains 51267 members Mstep: Class 3 contains 10913 members Mstep: Class 4 contains 3537 members Mstep: Class 5 contains 27773 members Mstep: Class 6 contains 3985 members Mstep: Class 7 contains 23346 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12005 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 5611 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7822 members Mstep: Class 15 contains 1854 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105310 members Mstep: Class 18 contains 2743 members Mstep: Class 19 contains 8684 members Mstep: Class 20 contains 2948 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4660 members Mstep: Class 24 contains 12507 members Mstep: Class 25 contains 5176 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3611 members Mstep: Class 29 contains 6273 members Mstep: Class 30 contains 19443 members Mstep: Class 31 contains 9441 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16021 members Entering Unmasked Estep ConsiderDeletion Score: -65625732.000000 Penalty: 106421.570312 Iteration 232Q: 34 clusters Score -6.562573e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83673 members Mstep: Class 2 contains 51242 members Mstep: Class 3 contains 10927 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27764 members Mstep: Class 6 contains 3985 members Mstep: Class 7 contains 23354 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12013 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 5611 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7824 members Mstep: Class 15 contains 1853 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105304 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8687 members Mstep: Class 20 contains 2977 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4660 members Mstep: Class 24 contains 12502 members Mstep: Class 25 contains 5179 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3612 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9439 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16019 members Entering Unmasked Estep ConsiderDeletion Score: -65625784.000000 Penalty: 106421.570312 Iteration 233Q: 34 clusters Score -6.562578e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83664 members Mstep: Class 2 contains 51225 members Mstep: Class 3 contains 10933 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27753 members Mstep: Class 6 contains 3985 members Mstep: Class 7 contains 23365 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12023 members Mstep: Class 10 contains 7584 members Mstep: Class 11 contains 5612 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7821 members Mstep: Class 15 contains 1854 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105298 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8690 members Mstep: Class 20 contains 3002 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4660 members Mstep: Class 24 contains 12491 members Mstep: Class 25 contains 5183 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3611 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19437 members Mstep: Class 31 contains 9439 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16017 members Entering Unmasked Estep ConsiderDeletion Score: -65625856.000000 Penalty: 106421.570312 Iteration 234Q: 34 clusters Score -6.562586e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83652 members Mstep: Class 2 contains 51204 members Mstep: Class 3 contains 10941 members Mstep: Class 4 contains 3536 members Mstep: Class 5 contains 27748 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23369 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12025 members Mstep: Class 10 contains 7585 members Mstep: Class 11 contains 5612 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7817 members Mstep: Class 15 contains 1853 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105302 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8696 members Mstep: Class 20 contains 3020 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4662 members Mstep: Class 24 contains 12487 members Mstep: Class 25 contains 5189 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3610 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19438 members Mstep: Class 31 contains 9440 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16012 members Entering Unmasked Estep ConsiderDeletion Score: -65625876.000000 Penalty: 106421.570312 Iteration 235Q: 34 clusters Score -6.562588e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83649 members Mstep: Class 2 contains 51191 members Mstep: Class 3 contains 10947 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27744 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23371 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12028 members Mstep: Class 10 contains 7584 members Mstep: Class 11 contains 5612 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7812 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105298 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8698 members Mstep: Class 20 contains 3038 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4661 members Mstep: Class 24 contains 12488 members Mstep: Class 25 contains 5188 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3610 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19437 members Mstep: Class 31 contains 9441 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16011 members Entering Unmasked Estep ConsiderDeletion Score: -65625856.000000 Penalty: 106421.570312 Iteration 236Q: 34 clusters Score -6.562586e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83642 members Mstep: Class 2 contains 51183 members Mstep: Class 3 contains 10956 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27736 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23375 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12036 members Mstep: Class 10 contains 7581 members Mstep: Class 11 contains 5612 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7812 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105297 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8698 members Mstep: Class 20 contains 3046 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4660 members Mstep: Class 24 contains 12486 members Mstep: Class 25 contains 5190 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3608 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19438 members Mstep: Class 31 contains 9442 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16010 members Entering Unmasked Estep ConsiderDeletion Score: -65625816.000000 Penalty: 106421.570312 Iteration 237Q: 34 clusters Score -6.562582e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83631 members Mstep: Class 2 contains 51177 members Mstep: Class 3 contains 10967 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27731 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23376 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12039 members Mstep: Class 10 contains 7578 members Mstep: Class 11 contains 5612 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7809 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105300 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8698 members Mstep: Class 20 contains 3053 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4661 members Mstep: Class 24 contains 12486 members Mstep: Class 25 contains 5191 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9444 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16010 members Entering Unmasked Estep ConsiderDeletion Score: -65625860.000000 Penalty: 106421.570312 Iteration 238Q: 34 clusters Score -6.562586e+07 nChanged 40 Entering ConstructFrom: Score: -65625860.000000 Penalty: 106421.570312 Entering ConstructFrom: Trying to split cluster 1 (83620 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83620 members Entering Unmasked Estep Score: -12208038.000000 Penalty: 2810.841309 Iteration 0F: 2 clusters Score -1.220804e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41848 members Mstep: Class 2 contains 41772 members Entering Unmasked Estep Score: -12152103.000000 Penalty: 5621.682617 Iteration 0F: 3 clusters Score -1.21521e+07 nChanged 39243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42261 members Mstep: Class 2 contains 41359 members Entering Unmasked Estep Score: -12174711.000000 Penalty: 5621.682617 Iteration 1F: 3 clusters Score -1.217471e+07 nChanged 3807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42588 members Mstep: Class 2 contains 41032 members Entering Unmasked Estep Score: -12176021.000000 Penalty: 5621.682617 Iteration 2Q: 3 clusters Score -1.217602e+07 nChanged 3898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43134 members Mstep: Class 2 contains 40486 members Entering Unmasked Estep Score: -12177725.000000 Penalty: 5621.682617 Iteration 3Q: 3 clusters Score -1.217772e+07 nChanged 4343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43987 members Mstep: Class 2 contains 39633 members Entering Unmasked Estep Score: -12179821.000000 Penalty: 5621.682617 Iteration 4F: 3 clusters Score -1.217982e+07 nChanged 4597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45178 members Mstep: Class 2 contains 38442 members Entering Unmasked Estep Score: -12182071.000000 Penalty: 5621.682617 Iteration 5F: 3 clusters Score -1.218207e+07 nChanged 4633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46591 members Mstep: Class 2 contains 37029 members Entering Unmasked Estep Score: -12184620.000000 Penalty: 5621.682617 Iteration 6F: 3 clusters Score -1.218462e+07 nChanged 4599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48198 members Mstep: Class 2 contains 35422 members Entering Unmasked Estep Score: -12187192.000000 Penalty: 5621.682617 Iteration 7F: 3 clusters Score -1.218719e+07 nChanged 4369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49945 members Mstep: Class 2 contains 33675 members Entering Unmasked Estep Score: -12189949.000000 Penalty: 5621.682617 Iteration 8F: 3 clusters Score -1.218995e+07 nChanged 4122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51647 members Mstep: Class 2 contains 31973 members Entering Unmasked Estep Score: -12192398.000000 Penalty: 5621.682617 Iteration 9Q: 3 clusters Score -1.21924e+07 nChanged 3588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53183 members Mstep: Class 2 contains 30437 members Entering Unmasked Estep Score: -12194335.000000 Penalty: 5621.682617 Iteration 10Q: 3 clusters Score -1.219434e+07 nChanged 2730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54499 members Mstep: Class 2 contains 29121 members Entering Unmasked Estep Score: -12195500.000000 Penalty: 5621.682617 Iteration 11Q: 3 clusters Score -1.21955e+07 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55743 members Mstep: Class 2 contains 27877 members Entering Unmasked Estep Score: -12196076.000000 Penalty: 5621.682617 Iteration 12Q: 3 clusters Score -1.219608e+07 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56986 members Mstep: Class 2 contains 26634 members Entering Unmasked Estep Score: -12196528.000000 Penalty: 5621.682617 Iteration 13Q: 3 clusters Score -1.219653e+07 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58209 members Mstep: Class 2 contains 25411 members Entering Unmasked Estep Score: -12196940.000000 Penalty: 5621.682617 Iteration 14Q: 3 clusters Score -1.219694e+07 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59379 members Mstep: Class 2 contains 24241 members Entering Unmasked Estep Score: -12197284.000000 Penalty: 5621.682617 Iteration 15Q: 3 clusters Score -1.219728e+07 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60546 members Mstep: Class 2 contains 23074 members Entering Unmasked Estep Score: -12197637.000000 Penalty: 5621.682617 Iteration 16Q: 3 clusters Score -1.219764e+07 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61755 members Mstep: Class 2 contains 21865 members Entering Unmasked Estep Score: -12197963.000000 Penalty: 5621.682617 Iteration 17Q: 3 clusters Score -1.219796e+07 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62988 members Mstep: Class 2 contains 20632 members Entering Unmasked Estep Score: -12198356.000000 Penalty: 5621.682617 Iteration 18Q: 3 clusters Score -1.219836e+07 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64310 members Mstep: Class 2 contains 19310 members Entering Unmasked Estep Score: -12198776.000000 Penalty: 5621.682617 Iteration 19Q: 3 clusters Score -1.219878e+07 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65655 members Mstep: Class 2 contains 17965 members Entering Unmasked Estep Score: -12199277.000000 Penalty: 5621.682617 Iteration 20F: 3 clusters Score -1.219928e+07 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67060 members Mstep: Class 2 contains 16560 members Entering Unmasked Estep Score: -12199849.000000 Penalty: 5621.682617 Iteration 21Q: 3 clusters Score -1.219985e+07 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68496 members Mstep: Class 2 contains 15124 members Entering Unmasked Estep Score: -12200381.000000 Penalty: 5621.682617 Iteration 22Q: 3 clusters Score -1.220038e+07 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69945 members Mstep: Class 2 contains 13675 members Entering Unmasked Estep Score: -12200986.000000 Penalty: 5621.682617 Iteration 23Q: 3 clusters Score -1.220099e+07 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71385 members Mstep: Class 2 contains 12235 members Entering Unmasked Estep Score: -12201632.000000 Penalty: 5621.682617 Iteration 24Q: 3 clusters Score -1.220163e+07 nChanged 1432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72807 members Mstep: Class 2 contains 10813 members Entering Unmasked Estep Score: -12202362.000000 Penalty: 5621.682617 Iteration 25Q: 3 clusters Score -1.220236e+07 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74190 members Mstep: Class 2 contains 9430 members Entering Unmasked Estep Score: -12203047.000000 Penalty: 5621.682617 Iteration 26Q: 3 clusters Score -1.220305e+07 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75499 members Mstep: Class 2 contains 8121 members Entering Unmasked Estep Score: -12203731.000000 Penalty: 5621.682617 Iteration 27Q: 3 clusters Score -1.220373e+07 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76720 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -12204428.000000 Penalty: 5621.682617 Iteration 28Q: 3 clusters Score -1.220443e+07 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77740 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -12205003.000000 Penalty: 5621.682617 Iteration 29Q: 3 clusters Score -1.2205e+07 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78534 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -12205542.000000 Penalty: 5621.682617 Iteration 30Q: 3 clusters Score -1.220554e+07 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79194 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -12205875.000000 Penalty: 5621.682617 Iteration 31Q: 3 clusters Score -1.220588e+07 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79697 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -12206102.000000 Penalty: 5621.682617 Iteration 32Q: 3 clusters Score -1.22061e+07 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80067 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -12206267.000000 Penalty: 5621.682617 Iteration 33Q: 3 clusters Score -1.220627e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80373 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -12206451.000000 Penalty: 5621.682617 Iteration 34Q: 3 clusters Score -1.220645e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80595 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -12206619.000000 Penalty: 5621.682617 Iteration 35Q: 3 clusters Score -1.220662e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80784 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -12206708.000000 Penalty: 5621.682617 Iteration 36Q: 3 clusters Score -1.220671e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80915 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -12206777.000000 Penalty: 5621.682617 Iteration 37Q: 3 clusters Score -1.220678e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81014 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -12206779.000000 Penalty: 5621.682617 Iteration 38Q: 3 clusters Score -1.220678e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81098 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -12206773.000000 Penalty: 5621.682617 Iteration 39Q: 3 clusters Score -1.220677e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81173 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -12206806.000000 Penalty: 5621.682617 Iteration 40F: 3 clusters Score -1.220681e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81228 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -12206818.000000 Penalty: 5621.682617 Iteration 41Q: 3 clusters Score -1.220682e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81282 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -12206827.000000 Penalty: 5621.682617 Iteration 42Q: 3 clusters Score -1.220683e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81313 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -12206849.000000 Penalty: 5621.682617 Iteration 43Q: 3 clusters Score -1.220685e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81340 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -12206865.000000 Penalty: 5621.682617 Iteration 44Q: 3 clusters Score -1.220686e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81364 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -12206883.000000 Penalty: 5621.682617 Iteration 45Q: 3 clusters Score -1.220688e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81379 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -12206877.000000 Penalty: 5621.682617 Iteration 46Q: 3 clusters Score -1.220688e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81397 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -12206877.000000 Penalty: 5621.682617 Iteration 47Q: 3 clusters Score -1.220688e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81409 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -12206899.000000 Penalty: 5621.682617 Iteration 48Q: 3 clusters Score -1.22069e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81419 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -12206882.000000 Penalty: 5621.682617 Iteration 49Q: 3 clusters Score -1.220688e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81433 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -12206883.000000 Penalty: 5621.682617 Iteration 50Q: 3 clusters Score -1.220688e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81440 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -12206876.000000 Penalty: 5621.682617 Iteration 51Q: 3 clusters Score -1.220688e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81448 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -12206889.000000 Penalty: 5621.682617 Iteration 52Q: 3 clusters Score -1.220689e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81456 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -12206888.000000 Penalty: 5621.682617 Iteration 53Q: 3 clusters Score -1.220689e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81466 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -12206908.000000 Penalty: 5621.682617 Iteration 54Q: 3 clusters Score -1.220691e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81476 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -12206906.000000 Penalty: 5621.682617 Iteration 55Q: 3 clusters Score -1.220691e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81487 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -12206919.000000 Penalty: 5621.682617 Iteration 56Q: 3 clusters Score -1.220692e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81496 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -12206937.000000 Penalty: 5621.682617 Iteration 57Q: 3 clusters Score -1.220694e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81503 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -12206919.000000 Penalty: 5621.682617 Iteration 58Q: 3 clusters Score -1.220692e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81512 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -12206922.000000 Penalty: 5621.682617 Iteration 59Q: 3 clusters Score -1.220692e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81522 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -12206906.000000 Penalty: 5621.682617 Iteration 60F: 3 clusters Score -1.220691e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81536 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -12206902.000000 Penalty: 5621.682617 Iteration 61Q: 3 clusters Score -1.22069e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81547 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -12206928.000000 Penalty: 5621.682617 Iteration 62Q: 3 clusters Score -1.220693e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81560 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -12206952.000000 Penalty: 5621.682617 Iteration 63Q: 3 clusters Score -1.220695e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81578 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -12206952.000000 Penalty: 5621.682617 Iteration 64Q: 3 clusters Score -1.220695e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81595 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -12206976.000000 Penalty: 5621.682617 Iteration 65Q: 3 clusters Score -1.220698e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81620 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -12206985.000000 Penalty: 5621.682617 Iteration 66Q: 3 clusters Score -1.220698e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81630 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -12206989.000000 Penalty: 5621.682617 Iteration 67Q: 3 clusters Score -1.220699e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81638 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -12206979.000000 Penalty: 5621.682617 Iteration 68Q: 3 clusters Score -1.220698e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81643 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -12206995.000000 Penalty: 5621.682617 Iteration 69Q: 3 clusters Score -1.2207e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81646 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -12206994.000000 Penalty: 5621.682617 Iteration 70Q: 3 clusters Score -1.220699e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81644 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -12207010.000000 Penalty: 5621.682617 Iteration 71Q: 3 clusters Score -1.220701e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81648 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -12207011.000000 Penalty: 5621.682617 Iteration 72Q: 3 clusters Score -1.220701e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81654 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -12207004.000000 Penalty: 5621.682617 Iteration 73Q: 3 clusters Score -1.2207e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81658 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -12207002.000000 Penalty: 5621.682617 Iteration 74Q: 3 clusters Score -1.2207e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81663 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -12207001.000000 Penalty: 5621.682617 Iteration 75Q: 3 clusters Score -1.2207e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81666 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -12207002.000000 Penalty: 5621.682617 Iteration 76Q: 3 clusters Score -1.2207e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81670 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -12207004.000000 Penalty: 5621.682617 Iteration 77Q: 3 clusters Score -1.2207e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81671 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -12207010.000000 Penalty: 5621.682617 Iteration 78Q: 3 clusters Score -1.220701e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81672 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -12207017.000000 Penalty: 5621.682617 Iteration 79Q: 3 clusters Score -1.220702e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81672 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -12207012.000000 Penalty: 5621.682617 Iteration 80F: 3 clusters Score -1.220701e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81671 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -12207009.000000 Penalty: 5621.682617 Iteration 81Q: 3 clusters Score -1.220701e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81670 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -12207011.000000 Penalty: 5621.682617 Iteration 82Q: 3 clusters Score -1.220701e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81670 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -12207011.000000 Penalty: 5621.682617 Iteration 83F: 3 clusters Score -1.220701e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (51173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51173 members Entering Unmasked Estep Score: -7766288.500000 Penalty: 2689.055908 Iteration 0F: 2 clusters Score -7766288 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25647 members Mstep: Class 2 contains 25526 members Entering Unmasked Estep Score: -7731867.500000 Penalty: 5378.111816 Iteration 0F: 3 clusters Score -7731868 nChanged 23651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26364 members Mstep: Class 2 contains 24809 members Entering Unmasked Estep Score: -7745139.500000 Penalty: 5378.111816 Iteration 1F: 3 clusters Score -7745140 nChanged 2152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26930 members Mstep: Class 2 contains 24243 members Entering Unmasked Estep Score: -7745867.000000 Penalty: 5378.111816 Iteration 2Q: 3 clusters Score -7745867 nChanged 2271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27919 members Mstep: Class 2 contains 23254 members Entering Unmasked Estep Score: -7746758.000000 Penalty: 5378.111816 Iteration 3Q: 3 clusters Score -7746758 nChanged 2870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29535 members Mstep: Class 2 contains 21638 members Entering Unmasked Estep Score: -7748497.500000 Penalty: 5378.111816 Iteration 4F: 3 clusters Score -7748498 nChanged 3814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31817 members Mstep: Class 2 contains 19356 members Entering Unmasked Estep Score: -7751369.500000 Penalty: 5378.111816 Iteration 5F: 3 clusters Score -7751370 nChanged 4254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34345 members Mstep: Class 2 contains 16828 members Entering Unmasked Estep Score: -7754886.500000 Penalty: 5378.111816 Iteration 6F: 3 clusters Score -7754886 nChanged 3988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36349 members Mstep: Class 2 contains 14824 members Entering Unmasked Estep Score: -7757800.500000 Penalty: 5378.111816 Iteration 7F: 3 clusters Score -7757800 nChanged 3118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37673 members Mstep: Class 2 contains 13500 members Entering Unmasked Estep Score: -7759573.500000 Penalty: 5378.111816 Iteration 8F: 3 clusters Score -7759574 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38512 members Mstep: Class 2 contains 12661 members Entering Unmasked Estep Score: -7760506.000000 Penalty: 5378.111816 Iteration 9Q: 3 clusters Score -7760506 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39181 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -7761053.500000 Penalty: 5378.111816 Iteration 10Q: 3 clusters Score -7761054 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39778 members Mstep: Class 2 contains 11395 members Entering Unmasked Estep Score: -7761383.000000 Penalty: 5378.111816 Iteration 11Q: 3 clusters Score -7761383 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40305 members Mstep: Class 2 contains 10868 members Entering Unmasked Estep Score: -7761623.000000 Penalty: 5378.111816 Iteration 12Q: 3 clusters Score -7761623 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40819 members Mstep: Class 2 contains 10354 members Entering Unmasked Estep Score: -7761786.000000 Penalty: 5378.111816 Iteration 13Q: 3 clusters Score -7761786 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41314 members Mstep: Class 2 contains 9859 members Entering Unmasked Estep Score: -7761911.500000 Penalty: 5378.111816 Iteration 14Q: 3 clusters Score -7761912 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41824 members Mstep: Class 2 contains 9349 members Entering Unmasked Estep Score: -7762061.000000 Penalty: 5378.111816 Iteration 15Q: 3 clusters Score -7762061 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42292 members Mstep: Class 2 contains 8881 members Entering Unmasked Estep Score: -7762172.500000 Penalty: 5378.111816 Iteration 16Q: 3 clusters Score -7762172 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42699 members Mstep: Class 2 contains 8474 members Entering Unmasked Estep Score: -7762268.500000 Penalty: 5378.111816 Iteration 17Q: 3 clusters Score -7762268 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43130 members Mstep: Class 2 contains 8043 members Entering Unmasked Estep Score: -7762344.500000 Penalty: 5378.111816 Iteration 18Q: 3 clusters Score -7762344 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43531 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -7762432.000000 Penalty: 5378.111816 Iteration 19Q: 3 clusters Score -7762432 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43916 members Mstep: Class 2 contains 7257 members Entering Unmasked Estep Score: -7762488.000000 Penalty: 5378.111816 Iteration 20F: 3 clusters Score -7762488 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44301 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -7762586.500000 Penalty: 5378.111816 Iteration 21Q: 3 clusters Score -7762586 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44696 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -7762693.000000 Penalty: 5378.111816 Iteration 22Q: 3 clusters Score -7762693 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45082 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -7762770.500000 Penalty: 5378.111816 Iteration 23Q: 3 clusters Score -7762770 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45428 members Mstep: Class 2 contains 5745 members Entering Unmasked Estep Score: -7762869.500000 Penalty: 5378.111816 Iteration 24Q: 3 clusters Score -7762870 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45737 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -7762941.000000 Penalty: 5378.111816 Iteration 25Q: 3 clusters Score -7762941 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46054 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -7763003.500000 Penalty: 5378.111816 Iteration 26Q: 3 clusters Score -7763004 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46331 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -7763057.500000 Penalty: 5378.111816 Iteration 27Q: 3 clusters Score -7763058 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46579 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -7763130.000000 Penalty: 5378.111816 Iteration 28Q: 3 clusters Score -7763130 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46832 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -7763187.500000 Penalty: 5378.111816 Iteration 29Q: 3 clusters Score -7763188 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47073 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -7763254.000000 Penalty: 5378.111816 Iteration 30Q: 3 clusters Score -7763254 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47301 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -7763346.000000 Penalty: 5378.111816 Iteration 31Q: 3 clusters Score -7763346 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47515 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -7763424.000000 Penalty: 5378.111816 Iteration 32Q: 3 clusters Score -7763424 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47709 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -7763434.500000 Penalty: 5378.111816 Iteration 33Q: 3 clusters Score -7763434 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47896 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -7763490.500000 Penalty: 5378.111816 Iteration 34Q: 3 clusters Score -7763490 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48060 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -7763555.500000 Penalty: 5378.111816 Iteration 35Q: 3 clusters Score -7763556 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48217 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -7763598.500000 Penalty: 5378.111816 Iteration 36Q: 3 clusters Score -7763598 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48363 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -7763638.500000 Penalty: 5378.111816 Iteration 37Q: 3 clusters Score -7763638 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48476 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -7763653.000000 Penalty: 5378.111816 Iteration 38Q: 3 clusters Score -7763653 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48569 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -7763684.000000 Penalty: 5378.111816 Iteration 39Q: 3 clusters Score -7763684 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48652 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -7763706.000000 Penalty: 5378.111816 Iteration 40F: 3 clusters Score -7763706 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48744 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -7763727.000000 Penalty: 5378.111816 Iteration 41Q: 3 clusters Score -7763727 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48826 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -7763758.500000 Penalty: 5378.111816 Iteration 42Q: 3 clusters Score -7763758 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48904 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -7763800.000000 Penalty: 5378.111816 Iteration 43Q: 3 clusters Score -7763800 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48984 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -7763821.000000 Penalty: 5378.111816 Iteration 44Q: 3 clusters Score -7763821 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49058 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -7763841.000000 Penalty: 5378.111816 Iteration 45Q: 3 clusters Score -7763841 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49140 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -7763874.500000 Penalty: 5378.111816 Iteration 46Q: 3 clusters Score -7763874 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49220 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -7763903.500000 Penalty: 5378.111816 Iteration 47Q: 3 clusters Score -7763904 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49308 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -7763917.000000 Penalty: 5378.111816 Iteration 48Q: 3 clusters Score -7763917 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49371 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -7763929.000000 Penalty: 5378.111816 Iteration 49Q: 3 clusters Score -7763929 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49429 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -7763956.000000 Penalty: 5378.111816 Iteration 50Q: 3 clusters Score -7763956 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49474 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -7763984.500000 Penalty: 5378.111816 Iteration 51Q: 3 clusters Score -7763984 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49503 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -7764002.500000 Penalty: 5378.111816 Iteration 52Q: 3 clusters Score -7764002 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49533 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -7763996.000000 Penalty: 5378.111816 Iteration 53Q: 3 clusters Score -7763996 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49561 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -7763995.500000 Penalty: 5378.111816 Iteration 54Q: 3 clusters Score -7763996 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49589 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -7764007.500000 Penalty: 5378.111816 Iteration 55Q: 3 clusters Score -7764008 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49632 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -7764026.500000 Penalty: 5378.111816 Iteration 56Q: 3 clusters Score -7764026 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49658 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -7764043.000000 Penalty: 5378.111816 Iteration 57Q: 3 clusters Score -7764043 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49678 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -7764053.000000 Penalty: 5378.111816 Iteration 58Q: 3 clusters Score -7764053 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49694 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -7764054.500000 Penalty: 5378.111816 Iteration 59Q: 3 clusters Score -7764054 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49704 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -7764056.000000 Penalty: 5378.111816 Iteration 60F: 3 clusters Score -7764056 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49714 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -7764069.500000 Penalty: 5378.111816 Iteration 61Q: 3 clusters Score -7764070 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49723 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -7764057.500000 Penalty: 5378.111816 Iteration 62Q: 3 clusters Score -7764058 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49737 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -7764063.000000 Penalty: 5378.111816 Iteration 63Q: 3 clusters Score -7764063 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49749 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -7764069.500000 Penalty: 5378.111816 Iteration 64Q: 3 clusters Score -7764070 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49757 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -7764074.000000 Penalty: 5378.111816 Iteration 65Q: 3 clusters Score -7764074 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49770 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -7764083.500000 Penalty: 5378.111816 Iteration 66Q: 3 clusters Score -7764084 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49779 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -7764086.000000 Penalty: 5378.111816 Iteration 67Q: 3 clusters Score -7764086 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49789 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -7764090.500000 Penalty: 5378.111816 Iteration 68Q: 3 clusters Score -7764090 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49794 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -7764084.000000 Penalty: 5378.111816 Iteration 69Q: 3 clusters Score -7764084 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49799 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -7764091.000000 Penalty: 5378.111816 Iteration 70Q: 3 clusters Score -7764091 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49804 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -7764091.000000 Penalty: 5378.111816 Iteration 71Q: 3 clusters Score -7764091 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49809 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -7764092.500000 Penalty: 5378.111816 Iteration 72Q: 3 clusters Score -7764092 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49815 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -7764099.500000 Penalty: 5378.111816 Iteration 73Q: 3 clusters Score -7764100 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49817 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -7764101.500000 Penalty: 5378.111816 Iteration 74Q: 3 clusters Score -7764102 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49821 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -7764104.000000 Penalty: 5378.111816 Iteration 75Q: 3 clusters Score -7764104 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49823 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -7764102.000000 Penalty: 5378.111816 Iteration 76Q: 3 clusters Score -7764102 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49828 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -7764103.500000 Penalty: 5378.111816 Iteration 77Q: 3 clusters Score -7764104 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49830 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -7764101.500000 Penalty: 5378.111816 Iteration 78Q: 3 clusters Score -7764102 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49831 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -7764101.000000 Penalty: 5378.111816 Iteration 79Q: 3 clusters Score -7764101 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49831 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -7764102.000000 Penalty: 5378.111816 Iteration 80F: 3 clusters Score -7764102 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49834 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -7764105.000000 Penalty: 5378.111816 Iteration 81Q: 3 clusters Score -7764105 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49838 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -7764112.500000 Penalty: 5378.111816 Iteration 82Q: 3 clusters Score -7764112 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49846 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -7764114.500000 Penalty: 5378.111816 Iteration 83Q: 3 clusters Score -7764114 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49845 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -7764123.000000 Penalty: 5378.111816 Iteration 84Q: 3 clusters Score -7764123 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49847 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -7764129.500000 Penalty: 5378.111816 Iteration 85Q: 3 clusters Score -7764130 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49850 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -7764121.000000 Penalty: 5378.111816 Iteration 86Q: 3 clusters Score -7764121 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49851 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -7764126.500000 Penalty: 5378.111816 Iteration 87Q: 3 clusters Score -7764126 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49853 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -7764123.500000 Penalty: 5378.111816 Iteration 88Q: 3 clusters Score -7764124 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49853 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -7764123.500000 Penalty: 5378.111816 Iteration 89F: 3 clusters Score -7764124 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (10972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10972 members Entering Unmasked Estep Score: -1503589.125000 Penalty: 2307.169189 Iteration 0F: 2 clusters Score -1503589 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -1495287.500000 Penalty: 4614.338379 Iteration 0F: 3 clusters Score -1495288 nChanged 4643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -1498184.750000 Penalty: 4614.338379 Iteration 1F: 3 clusters Score -1498185 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -1499348.625000 Penalty: 4614.338379 Iteration 2F: 3 clusters Score -1499349 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -1500329.750000 Penalty: 4614.338379 Iteration 3F: 3 clusters Score -1500330 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -1501082.000000 Penalty: 4614.338379 Iteration 4F: 3 clusters Score -1501082 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -1501554.625000 Penalty: 4614.338379 Iteration 5F: 3 clusters Score -1501555 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -1501868.250000 Penalty: 4614.338379 Iteration 6Q: 3 clusters Score -1501868 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -1502069.250000 Penalty: 4614.338379 Iteration 7Q: 3 clusters Score -1502069 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -1502237.000000 Penalty: 4614.338379 Iteration 8Q: 3 clusters Score -1502237 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -1502350.500000 Penalty: 4614.338379 Iteration 9Q: 3 clusters Score -1502350 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -1502466.750000 Penalty: 4614.338379 Iteration 10Q: 3 clusters Score -1502467 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -1502585.500000 Penalty: 4614.338379 Iteration 11Q: 3 clusters Score -1502586 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 6280 members Entering Unmasked Estep Score: -1502672.625000 Penalty: 4614.338379 Iteration 12Q: 3 clusters Score -1502673 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 6411 members Entering Unmasked Estep Score: -1502759.500000 Penalty: 4614.338379 Iteration 13Q: 3 clusters Score -1502760 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -1502817.875000 Penalty: 4614.338379 Iteration 14Q: 3 clusters Score -1502818 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 6612 members Entering Unmasked Estep Score: -1502878.625000 Penalty: 4614.338379 Iteration 15Q: 3 clusters Score -1502879 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -1502939.500000 Penalty: 4614.338379 Iteration 16Q: 3 clusters Score -1502940 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -1502987.125000 Penalty: 4614.338379 Iteration 17Q: 3 clusters Score -1502987 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 6804 members Entering Unmasked Estep Score: -1503027.875000 Penalty: 4614.338379 Iteration 18Q: 3 clusters Score -1503028 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -1503069.125000 Penalty: 4614.338379 Iteration 19Q: 3 clusters Score -1503069 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 6854 members Entering Unmasked Estep Score: -1503107.375000 Penalty: 4614.338379 Iteration 20F: 3 clusters Score -1503107 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -1503163.250000 Penalty: 4614.338379 Iteration 21Q: 3 clusters Score -1503163 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -1503216.125000 Penalty: 4614.338379 Iteration 22Q: 3 clusters Score -1503216 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -1503261.375000 Penalty: 4614.338379 Iteration 23Q: 3 clusters Score -1503261 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -1503296.875000 Penalty: 4614.338379 Iteration 24Q: 3 clusters Score -1503297 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 6751 members Entering Unmasked Estep Score: -1503334.875000 Penalty: 4614.338379 Iteration 25Q: 3 clusters Score -1503335 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -1503374.500000 Penalty: 4614.338379 Iteration 26Q: 3 clusters Score -1503374 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 6626 members Entering Unmasked Estep Score: -1503416.125000 Penalty: 4614.338379 Iteration 27Q: 3 clusters Score -1503416 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -1503443.500000 Penalty: 4614.338379 Iteration 28Q: 3 clusters Score -1503444 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -1503466.250000 Penalty: 4614.338379 Iteration 29Q: 3 clusters Score -1503466 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -1503485.625000 Penalty: 4614.338379 Iteration 30Q: 3 clusters Score -1503486 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -1503512.250000 Penalty: 4614.338379 Iteration 31Q: 3 clusters Score -1503512 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -1503526.375000 Penalty: 4614.338379 Iteration 32Q: 3 clusters Score -1503526 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -1503552.000000 Penalty: 4614.338379 Iteration 33Q: 3 clusters Score -1503552 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 6314 members Entering Unmasked Estep Score: -1503576.875000 Penalty: 4614.338379 Iteration 34Q: 3 clusters Score -1503577 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -1503598.375000 Penalty: 4614.338379 Iteration 35Q: 3 clusters Score -1503598 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 6196 members Entering Unmasked Estep Score: -1503618.625000 Penalty: 4614.338379 Iteration 36Q: 3 clusters Score -1503619 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -1503638.125000 Penalty: 4614.338379 Iteration 37Q: 3 clusters Score -1503638 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 6090 members Entering Unmasked Estep Score: -1503657.250000 Penalty: 4614.338379 Iteration 38Q: 3 clusters Score -1503657 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -1503666.250000 Penalty: 4614.338379 Iteration 39Q: 3 clusters Score -1503666 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 6014 members Entering Unmasked Estep Score: -1503675.125000 Penalty: 4614.338379 Iteration 40F: 3 clusters Score -1503675 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -1503682.875000 Penalty: 4614.338379 Iteration 41Q: 3 clusters Score -1503683 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -1503689.500000 Penalty: 4614.338379 Iteration 42Q: 3 clusters Score -1503690 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -1503702.000000 Penalty: 4614.338379 Iteration 43Q: 3 clusters Score -1503702 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -1503706.125000 Penalty: 4614.338379 Iteration 44Q: 3 clusters Score -1503706 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -1503704.500000 Penalty: 4614.338379 Iteration 45Q: 3 clusters Score -1503704 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -1503708.125000 Penalty: 4614.338379 Iteration 46Q: 3 clusters Score -1503708 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -1503706.125000 Penalty: 4614.338379 Iteration 47Q: 3 clusters Score -1503706 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -1503709.750000 Penalty: 4614.338379 Iteration 48Q: 3 clusters Score -1503710 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -1503712.375000 Penalty: 4614.338379 Iteration 49Q: 3 clusters Score -1503712 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -1503713.500000 Penalty: 4614.338379 Iteration 50Q: 3 clusters Score -1503714 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -1503712.750000 Penalty: 4614.338379 Iteration 51Q: 3 clusters Score -1503713 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -1503710.500000 Penalty: 4614.338379 Iteration 52Q: 3 clusters Score -1503710 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 5886 members Entering Unmasked Estep Score: -1503710.875000 Penalty: 4614.338379 Iteration 53Q: 3 clusters Score -1503711 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -1503712.000000 Penalty: 4614.338379 Iteration 54Q: 3 clusters Score -1503712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -1503712.000000 Penalty: 4614.338379 Iteration 55Q: 3 clusters Score -1503712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -1503709.500000 Penalty: 4614.338379 Iteration 56Q: 3 clusters Score -1503710 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -1503712.500000 Penalty: 4614.338379 Iteration 57Q: 3 clusters Score -1503712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -1503712.750000 Penalty: 4614.338379 Iteration 58Q: 3 clusters Score -1503713 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -1503712.000000 Penalty: 4614.338379 Iteration 59Q: 3 clusters Score -1503712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -1503714.250000 Penalty: 4614.338379 Iteration 60F: 3 clusters Score -1503714 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 5873 members Entering Unmasked Estep Score: -1503712.875000 Penalty: 4614.338379 Iteration 61Q: 3 clusters Score -1503713 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -1503713.750000 Penalty: 4614.338379 Iteration 62Q: 3 clusters Score -1503714 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5104 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -1503715.500000 Penalty: 4614.338379 Iteration 63Q: 3 clusters Score -1503716 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -1503714.250000 Penalty: 4614.338379 Iteration 64Q: 3 clusters Score -1503714 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 5864 members Entering Unmasked Estep Score: -1503713.875000 Penalty: 4614.338379 Iteration 65Q: 3 clusters Score -1503714 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -1503715.750000 Penalty: 4614.338379 Iteration 66Q: 3 clusters Score -1503716 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -1503717.500000 Penalty: 4614.338379 Iteration 67Q: 3 clusters Score -1503718 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -1503716.250000 Penalty: 4614.338379 Iteration 68Q: 3 clusters Score -1503716 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -1503718.375000 Penalty: 4614.338379 Iteration 69Q: 3 clusters Score -1503718 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -1503717.500000 Penalty: 4614.338379 Iteration 70Q: 3 clusters Score -1503718 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -1503718.125000 Penalty: 4614.338379 Iteration 71Q: 3 clusters Score -1503718 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -1503718.125000 Penalty: 4614.338379 Iteration 72F: 3 clusters Score -1503718 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83620 members Mstep: Class 2 contains 51173 members Mstep: Class 3 contains 5117 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27726 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23378 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12044 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7808 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105302 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8699 members Mstep: Class 20 contains 3060 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4661 members Mstep: Class 24 contains 12484 members Mstep: Class 25 contains 5191 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19440 members Mstep: Class 31 contains 9447 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16010 members Mstep: Class 34 contains 5855 members Entering Unmasked Estep Score: -65624904.000000 Penalty: 109646.468750 Splitting cluster 3 changes total score from -65625860.000000 to -65624904.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (3535 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Entering Unmasked Estep Score: -543740.500000 Penalty: 2026.276123 Iteration 0F: 2 clusters Score -543740.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -540132.562500 Penalty: 4052.552246 Iteration 0F: 3 clusters Score -540132.6 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -540926.562500 Penalty: 4052.552246 Iteration 1F: 3 clusters Score -540926.6 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -541112.500000 Penalty: 4052.552246 Iteration 2F: 3 clusters Score -541112.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -541233.187500 Penalty: 4052.552246 Iteration 3F: 3 clusters Score -541233.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -541321.937500 Penalty: 4052.552246 Iteration 4Q: 3 clusters Score -541321.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -541379.437500 Penalty: 4052.552246 Iteration 5Q: 3 clusters Score -541379.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -541437.125000 Penalty: 4052.552246 Iteration 6Q: 3 clusters Score -541437.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -541475.062500 Penalty: 4052.552246 Iteration 7Q: 3 clusters Score -541475.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -541509.875000 Penalty: 4052.552246 Iteration 8Q: 3 clusters Score -541509.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -541546.000000 Penalty: 4052.552246 Iteration 9Q: 3 clusters Score -541546 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -541575.250000 Penalty: 4052.552246 Iteration 10Q: 3 clusters Score -541575.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -541604.125000 Penalty: 4052.552246 Iteration 11Q: 3 clusters Score -541604.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -541634.125000 Penalty: 4052.552246 Iteration 12Q: 3 clusters Score -541634.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -541662.875000 Penalty: 4052.552246 Iteration 13Q: 3 clusters Score -541662.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -541684.312500 Penalty: 4052.552246 Iteration 14Q: 3 clusters Score -541684.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -541698.562500 Penalty: 4052.552246 Iteration 15Q: 3 clusters Score -541698.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -541718.312500 Penalty: 4052.552246 Iteration 16Q: 3 clusters Score -541718.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -541743.937500 Penalty: 4052.552246 Iteration 17Q: 3 clusters Score -541743.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -541764.562500 Penalty: 4052.552246 Iteration 18Q: 3 clusters Score -541764.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -541778.187500 Penalty: 4052.552246 Iteration 19Q: 3 clusters Score -541778.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -541786.375000 Penalty: 4052.552246 Iteration 20F: 3 clusters Score -541786.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -541794.125000 Penalty: 4052.552246 Iteration 21Q: 3 clusters Score -541794.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -541804.312500 Penalty: 4052.552246 Iteration 22Q: 3 clusters Score -541804.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -541811.062500 Penalty: 4052.552246 Iteration 23Q: 3 clusters Score -541811.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -541816.625000 Penalty: 4052.552246 Iteration 24Q: 3 clusters Score -541816.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -541818.375000 Penalty: 4052.552246 Iteration 25Q: 3 clusters Score -541818.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -541822.312500 Penalty: 4052.552246 Iteration 26Q: 3 clusters Score -541822.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -541825.375000 Penalty: 4052.552246 Iteration 27Q: 3 clusters Score -541825.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -541826.875000 Penalty: 4052.552246 Iteration 28Q: 3 clusters Score -541826.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -541828.312500 Penalty: 4052.552246 Iteration 29Q: 3 clusters Score -541828.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -541830.625000 Penalty: 4052.552246 Iteration 30Q: 3 clusters Score -541830.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -541833.812500 Penalty: 4052.552246 Iteration 31Q: 3 clusters Score -541833.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -541839.875000 Penalty: 4052.552246 Iteration 32Q: 3 clusters Score -541839.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -541843.875000 Penalty: 4052.552246 Iteration 33Q: 3 clusters Score -541843.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -541848.312500 Penalty: 4052.552246 Iteration 34Q: 3 clusters Score -541848.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -541850.687500 Penalty: 4052.552246 Iteration 35Q: 3 clusters Score -541850.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -541853.812500 Penalty: 4052.552246 Iteration 36Q: 3 clusters Score -541853.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -541854.937500 Penalty: 4052.552246 Iteration 37Q: 3 clusters Score -541854.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -541855.750000 Penalty: 4052.552246 Iteration 38Q: 3 clusters Score -541855.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -541857.000000 Penalty: 4052.552246 Iteration 39Q: 3 clusters Score -541857 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -541859.937500 Penalty: 4052.552246 Iteration 40F: 3 clusters Score -541859.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -541860.625000 Penalty: 4052.552246 Iteration 41Q: 3 clusters Score -541860.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -541862.937500 Penalty: 4052.552246 Iteration 42Q: 3 clusters Score -541862.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -541863.062500 Penalty: 4052.552246 Iteration 43Q: 3 clusters Score -541863.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -541864.625000 Penalty: 4052.552246 Iteration 44Q: 3 clusters Score -541864.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -541864.687500 Penalty: 4052.552246 Iteration 45Q: 3 clusters Score -541864.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -541865.437500 Penalty: 4052.552246 Iteration 46Q: 3 clusters Score -541865.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -541866.500000 Penalty: 4052.552246 Iteration 47Q: 3 clusters Score -541866.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -541866.500000 Penalty: 4052.552246 Iteration 48F: 3 clusters Score -541866.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (27726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27726 members Entering Unmasked Estep Score: -4273108.000000 Penalty: 2537.071045 Iteration 0F: 2 clusters Score -4273108 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13961 members Mstep: Class 2 contains 13765 members Entering Unmasked Estep Score: -4254086.500000 Penalty: 5074.142090 Iteration 0F: 3 clusters Score -4254086 nChanged 12400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14185 members Mstep: Class 2 contains 13541 members Entering Unmasked Estep Score: -4260897.500000 Penalty: 5074.142090 Iteration 1F: 3 clusters Score -4260898 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14297 members Mstep: Class 2 contains 13429 members Entering Unmasked Estep Score: -4261657.500000 Penalty: 5074.142090 Iteration 2F: 3 clusters Score -4261658 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14366 members Mstep: Class 2 contains 13360 members Entering Unmasked Estep Score: -4262675.500000 Penalty: 5074.142090 Iteration 3F: 3 clusters Score -4262676 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14369 members Mstep: Class 2 contains 13357 members Entering Unmasked Estep Score: -4263909.500000 Penalty: 5074.142090 Iteration 4F: 3 clusters Score -4263910 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 13402 members Entering Unmasked Estep Score: -4265006.000000 Penalty: 5074.142090 Iteration 5F: 3 clusters Score -4265006 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14219 members Mstep: Class 2 contains 13507 members Entering Unmasked Estep Score: -4265809.500000 Penalty: 5074.142090 Iteration 6F: 3 clusters Score -4265810 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14098 members Mstep: Class 2 contains 13628 members Entering Unmasked Estep Score: -4266395.000000 Penalty: 5074.142090 Iteration 7Q: 3 clusters Score -4266395 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14049 members Mstep: Class 2 contains 13677 members Entering Unmasked Estep Score: -4266789.000000 Penalty: 5074.142090 Iteration 8Q: 3 clusters Score -4266789 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13991 members Mstep: Class 2 contains 13735 members Entering Unmasked Estep Score: -4267044.500000 Penalty: 5074.142090 Iteration 9Q: 3 clusters Score -4267044 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13953 members Mstep: Class 2 contains 13773 members Entering Unmasked Estep Score: -4267238.500000 Penalty: 5074.142090 Iteration 10Q: 3 clusters Score -4267238 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13964 members Mstep: Class 2 contains 13762 members Entering Unmasked Estep Score: -4267329.000000 Penalty: 5074.142090 Iteration 11Q: 3 clusters Score -4267329 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14016 members Mstep: Class 2 contains 13710 members Entering Unmasked Estep Score: -4267411.000000 Penalty: 5074.142090 Iteration 12Q: 3 clusters Score -4267411 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14104 members Mstep: Class 2 contains 13622 members Entering Unmasked Estep Score: -4267481.000000 Penalty: 5074.142090 Iteration 13Q: 3 clusters Score -4267481 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14223 members Mstep: Class 2 contains 13503 members Entering Unmasked Estep Score: -4267522.000000 Penalty: 5074.142090 Iteration 14Q: 3 clusters Score -4267522 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14375 members Mstep: Class 2 contains 13351 members Entering Unmasked Estep Score: -4267569.000000 Penalty: 5074.142090 Iteration 15Q: 3 clusters Score -4267569 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14550 members Mstep: Class 2 contains 13176 members Entering Unmasked Estep Score: -4267606.000000 Penalty: 5074.142090 Iteration 16Q: 3 clusters Score -4267606 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14739 members Mstep: Class 2 contains 12987 members Entering Unmasked Estep Score: -4267681.000000 Penalty: 5074.142090 Iteration 17Q: 3 clusters Score -4267681 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14969 members Mstep: Class 2 contains 12757 members Entering Unmasked Estep Score: -4267743.000000 Penalty: 5074.142090 Iteration 18Q: 3 clusters Score -4267743 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15234 members Mstep: Class 2 contains 12492 members Entering Unmasked Estep Score: -4267812.500000 Penalty: 5074.142090 Iteration 19Q: 3 clusters Score -4267812 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15534 members Mstep: Class 2 contains 12192 members Entering Unmasked Estep Score: -4267890.000000 Penalty: 5074.142090 Iteration 20F: 3 clusters Score -4267890 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15893 members Mstep: Class 2 contains 11833 members Entering Unmasked Estep Score: -4267977.000000 Penalty: 5074.142090 Iteration 21Q: 3 clusters Score -4267977 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16250 members Mstep: Class 2 contains 11476 members Entering Unmasked Estep Score: -4268057.500000 Penalty: 5074.142090 Iteration 22Q: 3 clusters Score -4268058 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16634 members Mstep: Class 2 contains 11092 members Entering Unmasked Estep Score: -4268169.000000 Penalty: 5074.142090 Iteration 23Q: 3 clusters Score -4268169 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17044 members Mstep: Class 2 contains 10682 members Entering Unmasked Estep Score: -4268288.000000 Penalty: 5074.142090 Iteration 24Q: 3 clusters Score -4268288 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17517 members Mstep: Class 2 contains 10209 members Entering Unmasked Estep Score: -4268439.000000 Penalty: 5074.142090 Iteration 25Q: 3 clusters Score -4268439 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18073 members Mstep: Class 2 contains 9653 members Entering Unmasked Estep Score: -4268606.500000 Penalty: 5074.142090 Iteration 26Q: 3 clusters Score -4268606 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18657 members Mstep: Class 2 contains 9069 members Entering Unmasked Estep Score: -4268835.000000 Penalty: 5074.142090 Iteration 27Q: 3 clusters Score -4268835 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19303 members Mstep: Class 2 contains 8423 members Entering Unmasked Estep Score: -4269067.500000 Penalty: 5074.142090 Iteration 28Q: 3 clusters Score -4269068 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19960 members Mstep: Class 2 contains 7766 members Entering Unmasked Estep Score: -4269325.500000 Penalty: 5074.142090 Iteration 29Q: 3 clusters Score -4269326 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20626 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -4269611.000000 Penalty: 5074.142090 Iteration 30Q: 3 clusters Score -4269611 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21286 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -4269879.500000 Penalty: 5074.142090 Iteration 31Q: 3 clusters Score -4269880 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21900 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -4270138.000000 Penalty: 5074.142090 Iteration 32Q: 3 clusters Score -4270138 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22474 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -4270367.000000 Penalty: 5074.142090 Iteration 33Q: 3 clusters Score -4270367 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22949 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -4270519.000000 Penalty: 5074.142090 Iteration 34Q: 3 clusters Score -4270519 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23380 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -4270659.000000 Penalty: 5074.142090 Iteration 35Q: 3 clusters Score -4270659 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23753 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -4270812.000000 Penalty: 5074.142090 Iteration 36Q: 3 clusters Score -4270812 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24064 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -4270897.000000 Penalty: 5074.142090 Iteration 37Q: 3 clusters Score -4270897 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24324 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -4270987.500000 Penalty: 5074.142090 Iteration 38Q: 3 clusters Score -4270988 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24549 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -4271065.000000 Penalty: 5074.142090 Iteration 39Q: 3 clusters Score -4271065 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24745 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -4271103.500000 Penalty: 5074.142090 Iteration 40F: 3 clusters Score -4271104 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24873 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -4271125.500000 Penalty: 5074.142090 Iteration 41Q: 3 clusters Score -4271126 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24996 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -4271170.500000 Penalty: 5074.142090 Iteration 42Q: 3 clusters Score -4271170 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25112 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -4271216.000000 Penalty: 5074.142090 Iteration 43Q: 3 clusters Score -4271216 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25222 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -4271242.500000 Penalty: 5074.142090 Iteration 44Q: 3 clusters Score -4271242 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25315 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -4271271.500000 Penalty: 5074.142090 Iteration 45Q: 3 clusters Score -4271272 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25388 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -4271288.000000 Penalty: 5074.142090 Iteration 46Q: 3 clusters Score -4271288 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25458 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -4271309.000000 Penalty: 5074.142090 Iteration 47Q: 3 clusters Score -4271309 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25512 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -4271325.500000 Penalty: 5074.142090 Iteration 48Q: 3 clusters Score -4271326 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25556 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -4271344.000000 Penalty: 5074.142090 Iteration 49Q: 3 clusters Score -4271344 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25596 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -4271357.500000 Penalty: 5074.142090 Iteration 50Q: 3 clusters Score -4271358 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25623 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -4271371.500000 Penalty: 5074.142090 Iteration 51Q: 3 clusters Score -4271372 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25655 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -4271381.000000 Penalty: 5074.142090 Iteration 52Q: 3 clusters Score -4271381 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25682 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -4271385.000000 Penalty: 5074.142090 Iteration 53Q: 3 clusters Score -4271385 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25711 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -4271398.000000 Penalty: 5074.142090 Iteration 54Q: 3 clusters Score -4271398 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25738 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -4271399.000000 Penalty: 5074.142090 Iteration 55Q: 3 clusters Score -4271399 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25775 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -4271400.500000 Penalty: 5074.142090 Iteration 56Q: 3 clusters Score -4271400 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25797 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -4271405.500000 Penalty: 5074.142090 Iteration 57Q: 3 clusters Score -4271406 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25815 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -4271406.000000 Penalty: 5074.142090 Iteration 58Q: 3 clusters Score -4271406 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25832 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -4271415.000000 Penalty: 5074.142090 Iteration 59Q: 3 clusters Score -4271415 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25848 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -4271416.500000 Penalty: 5074.142090 Iteration 60F: 3 clusters Score -4271416 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25861 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -4271421.500000 Penalty: 5074.142090 Iteration 61Q: 3 clusters Score -4271422 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25864 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -4271425.500000 Penalty: 5074.142090 Iteration 62Q: 3 clusters Score -4271426 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25873 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -4271425.000000 Penalty: 5074.142090 Iteration 63Q: 3 clusters Score -4271425 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25876 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -4271431.000000 Penalty: 5074.142090 Iteration 64Q: 3 clusters Score -4271431 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25880 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -4271437.500000 Penalty: 5074.142090 Iteration 65Q: 3 clusters Score -4271438 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25883 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -4271436.000000 Penalty: 5074.142090 Iteration 66Q: 3 clusters Score -4271436 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25886 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -4271435.000000 Penalty: 5074.142090 Iteration 67Q: 3 clusters Score -4271435 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25887 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -4271431.500000 Penalty: 5074.142090 Iteration 68Q: 3 clusters Score -4271432 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25891 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -4271433.500000 Penalty: 5074.142090 Iteration 69Q: 3 clusters Score -4271434 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25898 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -4271437.500000 Penalty: 5074.142090 Iteration 70Q: 3 clusters Score -4271438 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25899 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -4271436.500000 Penalty: 5074.142090 Iteration 71Q: 3 clusters Score -4271436 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25902 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -4271438.500000 Penalty: 5074.142090 Iteration 72Q: 3 clusters Score -4271438 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25904 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -4271437.000000 Penalty: 5074.142090 Iteration 73Q: 3 clusters Score -4271437 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25911 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -4271439.000000 Penalty: 5074.142090 Iteration 74Q: 3 clusters Score -4271439 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25918 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -4271443.500000 Penalty: 5074.142090 Iteration 75Q: 3 clusters Score -4271444 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25927 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -4271440.500000 Penalty: 5074.142090 Iteration 76Q: 3 clusters Score -4271440 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25937 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -4271444.000000 Penalty: 5074.142090 Iteration 77Q: 3 clusters Score -4271444 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25947 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -4271445.500000 Penalty: 5074.142090 Iteration 78Q: 3 clusters Score -4271446 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25953 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -4271449.500000 Penalty: 5074.142090 Iteration 79Q: 3 clusters Score -4271450 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25957 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -4271449.000000 Penalty: 5074.142090 Iteration 80F: 3 clusters Score -4271449 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25961 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -4271449.500000 Penalty: 5074.142090 Iteration 81Q: 3 clusters Score -4271450 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25966 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -4271452.000000 Penalty: 5074.142090 Iteration 82Q: 3 clusters Score -4271452 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25970 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -4271455.500000 Penalty: 5074.142090 Iteration 83Q: 3 clusters Score -4271456 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25976 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -4271456.000000 Penalty: 5074.142090 Iteration 84Q: 3 clusters Score -4271456 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25979 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -4271456.500000 Penalty: 5074.142090 Iteration 85Q: 3 clusters Score -4271456 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25982 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -4271456.500000 Penalty: 5074.142090 Iteration 86Q: 3 clusters Score -4271456 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25984 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -4271460.500000 Penalty: 5074.142090 Iteration 87Q: 3 clusters Score -4271460 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25989 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -4271458.000000 Penalty: 5074.142090 Iteration 88Q: 3 clusters Score -4271458 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25992 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -4271458.000000 Penalty: 5074.142090 Iteration 89Q: 3 clusters Score -4271458 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25997 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -4271463.000000 Penalty: 5074.142090 Iteration 90Q: 3 clusters Score -4271463 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26002 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -4271458.000000 Penalty: 5074.142090 Iteration 91Q: 3 clusters Score -4271458 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26004 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -4271458.000000 Penalty: 5074.142090 Iteration 92Q: 3 clusters Score -4271458 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26005 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -4271457.000000 Penalty: 5074.142090 Iteration 93Q: 3 clusters Score -4271457 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26005 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -4271457.000000 Penalty: 5074.142090 Iteration 94F: 3 clusters Score -4271457 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (3984 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Entering Unmasked Estep Score: -570806.187500 Penalty: 2055.930420 Iteration 0F: 2 clusters Score -570806.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -567025.312500 Penalty: 4111.860840 Iteration 0F: 3 clusters Score -567025.3 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -568014.812500 Penalty: 4111.860840 Iteration 1F: 3 clusters Score -568014.8 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -568381.937500 Penalty: 4111.860840 Iteration 2F: 3 clusters Score -568381.9 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -568749.000000 Penalty: 4111.860840 Iteration 3F: 3 clusters Score -568749 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -569079.125000 Penalty: 4111.860840 Iteration 4F: 3 clusters Score -569079.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -569356.500000 Penalty: 4111.860840 Iteration 5F: 3 clusters Score -569356.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -569582.687500 Penalty: 4111.860840 Iteration 6Q: 3 clusters Score -569582.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -569738.687500 Penalty: 4111.860840 Iteration 7Q: 3 clusters Score -569738.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -569843.000000 Penalty: 4111.860840 Iteration 8Q: 3 clusters Score -569843 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -569914.062500 Penalty: 4111.860840 Iteration 9Q: 3 clusters Score -569914.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -569962.937500 Penalty: 4111.860840 Iteration 10Q: 3 clusters Score -569962.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -569994.125000 Penalty: 4111.860840 Iteration 11Q: 3 clusters Score -569994.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -570019.687500 Penalty: 4111.860840 Iteration 12Q: 3 clusters Score -570019.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -570039.562500 Penalty: 4111.860840 Iteration 13Q: 3 clusters Score -570039.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -570062.937500 Penalty: 4111.860840 Iteration 14Q: 3 clusters Score -570062.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -570082.187500 Penalty: 4111.860840 Iteration 15Q: 3 clusters Score -570082.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -570102.687500 Penalty: 4111.860840 Iteration 16Q: 3 clusters Score -570102.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -570122.312500 Penalty: 4111.860840 Iteration 17Q: 3 clusters Score -570122.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -570134.437500 Penalty: 4111.860840 Iteration 18Q: 3 clusters Score -570134.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -570155.812500 Penalty: 4111.860840 Iteration 19Q: 3 clusters Score -570155.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -570189.312500 Penalty: 4111.860840 Iteration 20F: 3 clusters Score -570189.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -570241.437500 Penalty: 4111.860840 Iteration 21Q: 3 clusters Score -570241.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -570299.937500 Penalty: 4111.860840 Iteration 22Q: 3 clusters Score -570299.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -570367.625000 Penalty: 4111.860840 Iteration 23Q: 3 clusters Score -570367.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -570428.062500 Penalty: 4111.860840 Iteration 24Q: 3 clusters Score -570428.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -570493.125000 Penalty: 4111.860840 Iteration 25Q: 3 clusters Score -570493.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -570545.000000 Penalty: 4111.860840 Iteration 26Q: 3 clusters Score -570545 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -570584.500000 Penalty: 4111.860840 Iteration 27Q: 3 clusters Score -570584.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -570614.187500 Penalty: 4111.860840 Iteration 28Q: 3 clusters Score -570614.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -570638.000000 Penalty: 4111.860840 Iteration 29Q: 3 clusters Score -570638 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -570660.187500 Penalty: 4111.860840 Iteration 30Q: 3 clusters Score -570660.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -570672.500000 Penalty: 4111.860840 Iteration 31Q: 3 clusters Score -570672.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -570678.312500 Penalty: 4111.860840 Iteration 32Q: 3 clusters Score -570678.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -570685.187500 Penalty: 4111.860840 Iteration 33Q: 3 clusters Score -570685.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -570691.000000 Penalty: 4111.860840 Iteration 34Q: 3 clusters Score -570691 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -570694.375000 Penalty: 4111.860840 Iteration 35Q: 3 clusters Score -570694.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -570702.500000 Penalty: 4111.860840 Iteration 36Q: 3 clusters Score -570702.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -570708.375000 Penalty: 4111.860840 Iteration 37Q: 3 clusters Score -570708.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -570711.000000 Penalty: 4111.860840 Iteration 38Q: 3 clusters Score -570711 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -570714.187500 Penalty: 4111.860840 Iteration 39Q: 3 clusters Score -570714.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -570717.500000 Penalty: 4111.860840 Iteration 40F: 3 clusters Score -570717.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -570721.312500 Penalty: 4111.860840 Iteration 41Q: 3 clusters Score -570721.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -570722.937500 Penalty: 4111.860840 Iteration 42Q: 3 clusters Score -570722.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -570725.625000 Penalty: 4111.860840 Iteration 43Q: 3 clusters Score -570725.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -570726.125000 Penalty: 4111.860840 Iteration 44Q: 3 clusters Score -570726.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -570726.812500 Penalty: 4111.860840 Iteration 45Q: 3 clusters Score -570726.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -570729.312500 Penalty: 4111.860840 Iteration 46Q: 3 clusters Score -570729.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -570729.375000 Penalty: 4111.860840 Iteration 47Q: 3 clusters Score -570729.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -570729.250000 Penalty: 4111.860840 Iteration 48Q: 3 clusters Score -570729.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -570729.812500 Penalty: 4111.860840 Iteration 49Q: 3 clusters Score -570729.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -570729.625000 Penalty: 4111.860840 Iteration 50Q: 3 clusters Score -570729.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -570731.937500 Penalty: 4111.860840 Iteration 51Q: 3 clusters Score -570731.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -570731.750000 Penalty: 4111.860840 Iteration 52Q: 3 clusters Score -570731.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -570732.500000 Penalty: 4111.860840 Iteration 53Q: 3 clusters Score -570732.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -570732.375000 Penalty: 4111.860840 Iteration 54Q: 3 clusters Score -570732.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -570733.375000 Penalty: 4111.860840 Iteration 55Q: 3 clusters Score -570733.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -570733.375000 Penalty: 4111.860840 Iteration 56F: 3 clusters Score -570733.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (23378 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23378 members Entering Unmasked Estep Score: -3646673.250000 Penalty: 2494.768555 Iteration 0F: 2 clusters Score -3646673 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11791 members Mstep: Class 2 contains 11587 members Entering Unmasked Estep Score: -3630543.000000 Penalty: 4989.537109 Iteration 0F: 3 clusters Score -3630543 nChanged 10378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11675 members Mstep: Class 2 contains 11703 members Entering Unmasked Estep Score: -3636386.000000 Penalty: 4989.537109 Iteration 1F: 3 clusters Score -3636386 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11480 members Mstep: Class 2 contains 11898 members Entering Unmasked Estep Score: -3637413.750000 Penalty: 4989.537109 Iteration 2F: 3 clusters Score -3637414 nChanged 1754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11164 members Mstep: Class 2 contains 12214 members Entering Unmasked Estep Score: -3638727.750000 Penalty: 4989.537109 Iteration 3F: 3 clusters Score -3638728 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10822 members Mstep: Class 2 contains 12556 members Entering Unmasked Estep Score: -3640006.000000 Penalty: 4989.537109 Iteration 4F: 3 clusters Score -3640006 nChanged 1589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10625 members Mstep: Class 2 contains 12753 members Entering Unmasked Estep Score: -3640967.000000 Penalty: 4989.537109 Iteration 5F: 3 clusters Score -3640967 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10576 members Mstep: Class 2 contains 12802 members Entering Unmasked Estep Score: -3641551.000000 Penalty: 4989.537109 Iteration 6F: 3 clusters Score -3641551 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10627 members Mstep: Class 2 contains 12751 members Entering Unmasked Estep Score: -3641888.250000 Penalty: 4989.537109 Iteration 7Q: 3 clusters Score -3641888 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10752 members Mstep: Class 2 contains 12626 members Entering Unmasked Estep Score: -3642052.750000 Penalty: 4989.537109 Iteration 8Q: 3 clusters Score -3642053 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10929 members Mstep: Class 2 contains 12449 members Entering Unmasked Estep Score: -3642144.500000 Penalty: 4989.537109 Iteration 9Q: 3 clusters Score -3642144 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 12246 members Entering Unmasked Estep Score: -3642222.500000 Penalty: 4989.537109 Iteration 10Q: 3 clusters Score -3642222 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11355 members Mstep: Class 2 contains 12023 members Entering Unmasked Estep Score: -3642312.750000 Penalty: 4989.537109 Iteration 11Q: 3 clusters Score -3642313 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11599 members Mstep: Class 2 contains 11779 members Entering Unmasked Estep Score: -3642384.000000 Penalty: 4989.537109 Iteration 12Q: 3 clusters Score -3642384 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11869 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -3642447.750000 Penalty: 4989.537109 Iteration 13Q: 3 clusters Score -3642448 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12147 members Mstep: Class 2 contains 11231 members Entering Unmasked Estep Score: -3642509.750000 Penalty: 4989.537109 Iteration 14Q: 3 clusters Score -3642510 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12430 members Mstep: Class 2 contains 10948 members Entering Unmasked Estep Score: -3642597.250000 Penalty: 4989.537109 Iteration 15Q: 3 clusters Score -3642597 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12717 members Mstep: Class 2 contains 10661 members Entering Unmasked Estep Score: -3642667.250000 Penalty: 4989.537109 Iteration 16Q: 3 clusters Score -3642667 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13026 members Mstep: Class 2 contains 10352 members Entering Unmasked Estep Score: -3642754.000000 Penalty: 4989.537109 Iteration 17Q: 3 clusters Score -3642754 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13370 members Mstep: Class 2 contains 10008 members Entering Unmasked Estep Score: -3642824.250000 Penalty: 4989.537109 Iteration 18Q: 3 clusters Score -3642824 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13769 members Mstep: Class 2 contains 9609 members Entering Unmasked Estep Score: -3642953.250000 Penalty: 4989.537109 Iteration 19Q: 3 clusters Score -3642953 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14202 members Mstep: Class 2 contains 9176 members Entering Unmasked Estep Score: -3643075.250000 Penalty: 4989.537109 Iteration 20F: 3 clusters Score -3643075 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14637 members Mstep: Class 2 contains 8741 members Entering Unmasked Estep Score: -3643194.000000 Penalty: 4989.537109 Iteration 21Q: 3 clusters Score -3643194 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15071 members Mstep: Class 2 contains 8307 members Entering Unmasked Estep Score: -3643321.500000 Penalty: 4989.537109 Iteration 22Q: 3 clusters Score -3643322 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15492 members Mstep: Class 2 contains 7886 members Entering Unmasked Estep Score: -3643457.000000 Penalty: 4989.537109 Iteration 23Q: 3 clusters Score -3643457 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15917 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -3643573.000000 Penalty: 4989.537109 Iteration 24Q: 3 clusters Score -3643573 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16309 members Mstep: Class 2 contains 7069 members Entering Unmasked Estep Score: -3643691.250000 Penalty: 4989.537109 Iteration 25Q: 3 clusters Score -3643691 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16698 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -3643794.000000 Penalty: 4989.537109 Iteration 26Q: 3 clusters Score -3643794 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17077 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -3643905.750000 Penalty: 4989.537109 Iteration 27Q: 3 clusters Score -3643906 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17458 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -3644028.500000 Penalty: 4989.537109 Iteration 28Q: 3 clusters Score -3644028 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17823 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -3644137.250000 Penalty: 4989.537109 Iteration 29Q: 3 clusters Score -3644137 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18119 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -3644217.250000 Penalty: 4989.537109 Iteration 30Q: 3 clusters Score -3644217 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18381 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -3644276.750000 Penalty: 4989.537109 Iteration 31Q: 3 clusters Score -3644277 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18626 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -3644356.500000 Penalty: 4989.537109 Iteration 32Q: 3 clusters Score -3644356 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18823 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -3644387.000000 Penalty: 4989.537109 Iteration 33Q: 3 clusters Score -3644387 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18999 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -3644430.000000 Penalty: 4989.537109 Iteration 34Q: 3 clusters Score -3644430 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19143 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -3644466.250000 Penalty: 4989.537109 Iteration 35Q: 3 clusters Score -3644466 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19276 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -3644499.500000 Penalty: 4989.537109 Iteration 36Q: 3 clusters Score -3644500 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19402 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -3644537.750000 Penalty: 4989.537109 Iteration 37Q: 3 clusters Score -3644538 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19532 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -3644553.000000 Penalty: 4989.537109 Iteration 38Q: 3 clusters Score -3644553 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19624 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -3644577.250000 Penalty: 4989.537109 Iteration 39Q: 3 clusters Score -3644577 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19708 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -3644595.750000 Penalty: 4989.537109 Iteration 40F: 3 clusters Score -3644596 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19779 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -3644605.000000 Penalty: 4989.537109 Iteration 41Q: 3 clusters Score -3644605 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19854 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -3644618.250000 Penalty: 4989.537109 Iteration 42Q: 3 clusters Score -3644618 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19950 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -3644644.000000 Penalty: 4989.537109 Iteration 43Q: 3 clusters Score -3644644 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20041 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -3644674.500000 Penalty: 4989.537109 Iteration 44Q: 3 clusters Score -3644674 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20110 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -3644691.500000 Penalty: 4989.537109 Iteration 45Q: 3 clusters Score -3644692 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20161 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -3644697.750000 Penalty: 4989.537109 Iteration 46Q: 3 clusters Score -3644698 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20203 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -3644711.500000 Penalty: 4989.537109 Iteration 47Q: 3 clusters Score -3644712 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20252 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -3644719.250000 Penalty: 4989.537109 Iteration 48Q: 3 clusters Score -3644719 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20305 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -3644736.750000 Penalty: 4989.537109 Iteration 49Q: 3 clusters Score -3644737 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20347 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -3644744.750000 Penalty: 4989.537109 Iteration 50Q: 3 clusters Score -3644745 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20384 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -3644754.500000 Penalty: 4989.537109 Iteration 51Q: 3 clusters Score -3644754 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20424 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -3644764.750000 Penalty: 4989.537109 Iteration 52Q: 3 clusters Score -3644765 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20463 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -3644781.750000 Penalty: 4989.537109 Iteration 53Q: 3 clusters Score -3644782 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20504 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -3644795.000000 Penalty: 4989.537109 Iteration 54Q: 3 clusters Score -3644795 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20535 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -3644795.750000 Penalty: 4989.537109 Iteration 55Q: 3 clusters Score -3644796 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20565 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -3644806.000000 Penalty: 4989.537109 Iteration 56Q: 3 clusters Score -3644806 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20596 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -3644809.250000 Penalty: 4989.537109 Iteration 57Q: 3 clusters Score -3644809 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20617 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -3644817.750000 Penalty: 4989.537109 Iteration 58Q: 3 clusters Score -3644818 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20623 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -3644815.500000 Penalty: 4989.537109 Iteration 59Q: 3 clusters Score -3644816 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20637 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -3644822.250000 Penalty: 4989.537109 Iteration 60F: 3 clusters Score -3644822 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20645 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -3644824.000000 Penalty: 4989.537109 Iteration 61Q: 3 clusters Score -3644824 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20659 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -3644825.500000 Penalty: 4989.537109 Iteration 62Q: 3 clusters Score -3644826 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20670 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -3644822.000000 Penalty: 4989.537109 Iteration 63Q: 3 clusters Score -3644822 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20682 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -3644819.250000 Penalty: 4989.537109 Iteration 64Q: 3 clusters Score -3644819 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20697 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -3644822.000000 Penalty: 4989.537109 Iteration 65Q: 3 clusters Score -3644822 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20713 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -3644826.750000 Penalty: 4989.537109 Iteration 66Q: 3 clusters Score -3644827 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20729 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -3644830.750000 Penalty: 4989.537109 Iteration 67Q: 3 clusters Score -3644831 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20742 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -3644828.750000 Penalty: 4989.537109 Iteration 68Q: 3 clusters Score -3644829 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20755 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -3644827.500000 Penalty: 4989.537109 Iteration 69Q: 3 clusters Score -3644828 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20763 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -3644822.750000 Penalty: 4989.537109 Iteration 70Q: 3 clusters Score -3644823 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20771 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -3644831.750000 Penalty: 4989.537109 Iteration 71Q: 3 clusters Score -3644832 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20779 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -3644832.500000 Penalty: 4989.537109 Iteration 72Q: 3 clusters Score -3644832 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20786 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -3644832.750000 Penalty: 4989.537109 Iteration 73Q: 3 clusters Score -3644833 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20791 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -3644835.500000 Penalty: 4989.537109 Iteration 74Q: 3 clusters Score -3644836 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20795 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -3644838.750000 Penalty: 4989.537109 Iteration 75Q: 3 clusters Score -3644839 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20798 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -3644838.000000 Penalty: 4989.537109 Iteration 76Q: 3 clusters Score -3644838 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20804 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -3644838.250000 Penalty: 4989.537109 Iteration 77Q: 3 clusters Score -3644838 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20812 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -3644840.500000 Penalty: 4989.537109 Iteration 78Q: 3 clusters Score -3644840 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20815 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -3644842.750000 Penalty: 4989.537109 Iteration 79Q: 3 clusters Score -3644843 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20816 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -3644841.250000 Penalty: 4989.537109 Iteration 80F: 3 clusters Score -3644841 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20817 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -3644842.500000 Penalty: 4989.537109 Iteration 81Q: 3 clusters Score -3644842 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20818 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -3644842.750000 Penalty: 4989.537109 Iteration 82Q: 3 clusters Score -3644843 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20819 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -3644839.750000 Penalty: 4989.537109 Iteration 83Q: 3 clusters Score -3644840 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20821 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -3644843.000000 Penalty: 4989.537109 Iteration 84Q: 3 clusters Score -3644843 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20823 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -3644839.750000 Penalty: 4989.537109 Iteration 85Q: 3 clusters Score -3644840 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20826 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -3644844.750000 Penalty: 4989.537109 Iteration 86Q: 3 clusters Score -3644845 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20827 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -3644841.500000 Penalty: 4989.537109 Iteration 87Q: 3 clusters Score -3644842 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20830 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -3644844.250000 Penalty: 4989.537109 Iteration 88Q: 3 clusters Score -3644844 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20831 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -3644842.250000 Penalty: 4989.537109 Iteration 89Q: 3 clusters Score -3644842 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20831 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -3644840.500000 Penalty: 4989.537109 Iteration 90Q: 3 clusters Score -3644840 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20832 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -3644840.250000 Penalty: 4989.537109 Iteration 91Q: 3 clusters Score -3644840 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20837 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -3644841.500000 Penalty: 4989.537109 Iteration 92Q: 3 clusters Score -3644842 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20842 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -3644851.500000 Penalty: 4989.537109 Iteration 93Q: 3 clusters Score -3644852 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20846 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -3644845.500000 Penalty: 4989.537109 Iteration 94Q: 3 clusters Score -3644846 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20852 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -3644846.250000 Penalty: 4989.537109 Iteration 95Q: 3 clusters Score -3644846 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20854 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -3644845.250000 Penalty: 4989.537109 Iteration 96Q: 3 clusters Score -3644845 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20855 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -3644844.250000 Penalty: 4989.537109 Iteration 97Q: 3 clusters Score -3644844 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20856 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -3644850.000000 Penalty: 4989.537109 Iteration 98Q: 3 clusters Score -3644850 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20856 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -3644850.000000 Penalty: 4989.537109 Iteration 99F: 3 clusters Score -3644850 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Entering Unmasked Estep Score: -45571.652344 Penalty: 1495.013062 Iteration 0F: 2 clusters Score -45571.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -44358.339844 Penalty: 2990.026123 Iteration 0F: 3 clusters Score -44358.34 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -44678.996094 Penalty: 2990.026123 Iteration 1F: 3 clusters Score -44679 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -44859.988281 Penalty: 2990.026123 Iteration 2F: 3 clusters Score -44859.99 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -45085.144531 Penalty: 2990.026123 Iteration 3F: 3 clusters Score -45085.14 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -45378.445312 Penalty: 2990.026123 Iteration 4F: 3 clusters Score -45378.45 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -45526.519531 Penalty: 2990.026123 Iteration 5Q: 3 clusters Score -45526.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -45583.292969 Penalty: 2990.026123 Iteration 6Q: 3 clusters Score -45583.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -45618.398438 Penalty: 2990.026123 Iteration 7Q: 3 clusters Score -45618.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -45684.734375 Penalty: 2990.026123 Iteration 8Q: 3 clusters Score -45684.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -45710.289062 Penalty: 2990.026123 Iteration 9Q: 3 clusters Score -45710.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -45713.039062 Penalty: 2990.026123 Iteration 10Q: 3 clusters Score -45713.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -45713.039062 Penalty: 2990.026123 Iteration 11F: 3 clusters Score -45713.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83620 members Mstep: Class 2 contains 51173 members Mstep: Class 3 contains 10972 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27726 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23378 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 12044 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7808 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105302 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8699 members Mstep: Class 20 contains 3060 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4661 members Mstep: Class 24 contains 12484 members Mstep: Class 25 contains 5191 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19440 members Mstep: Class 31 contains 9447 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16010 members Mstep: Class 34 contains 171 members Entering Unmasked Estep Score: -65624224.000000 Penalty: 109646.468750 Splitting cluster 8 changes total score from -65625860.000000 to -65624224.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (12044 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12044 members Entering Unmasked Estep Score: -1730431.375000 Penalty: 2330.287842 Iteration 0F: 2 clusters Score -1730431 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -1721655.250000 Penalty: 4660.575684 Iteration 0F: 3 clusters Score -1721655 nChanged 5025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -1724419.250000 Penalty: 4660.575684 Iteration 1F: 3 clusters Score -1724419 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -1724970.000000 Penalty: 4660.575684 Iteration 2F: 3 clusters Score -1724970 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -1725578.500000 Penalty: 4660.575684 Iteration 3F: 3 clusters Score -1725578 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -1726173.875000 Penalty: 4660.575684 Iteration 4F: 3 clusters Score -1726174 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 5778 members Entering Unmasked Estep Score: -1726661.000000 Penalty: 4660.575684 Iteration 5F: 3 clusters Score -1726661 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -1727006.750000 Penalty: 4660.575684 Iteration 6F: 3 clusters Score -1727007 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -1727286.625000 Penalty: 4660.575684 Iteration 7Q: 3 clusters Score -1727287 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -1727502.250000 Penalty: 4660.575684 Iteration 8Q: 3 clusters Score -1727502 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Mstep: Class 2 contains 5783 members Entering Unmasked Estep Score: -1727656.125000 Penalty: 4660.575684 Iteration 9Q: 3 clusters Score -1727656 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -1727745.375000 Penalty: 4660.575684 Iteration 10Q: 3 clusters Score -1727745 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -1727823.875000 Penalty: 4660.575684 Iteration 11Q: 3 clusters Score -1727824 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -1727881.000000 Penalty: 4660.575684 Iteration 12Q: 3 clusters Score -1727881 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 5879 members Entering Unmasked Estep Score: -1727920.625000 Penalty: 4660.575684 Iteration 13Q: 3 clusters Score -1727921 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6135 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -1727957.250000 Penalty: 4660.575684 Iteration 14Q: 3 clusters Score -1727957 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -1727985.875000 Penalty: 4660.575684 Iteration 15Q: 3 clusters Score -1727986 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -1728008.000000 Penalty: 4660.575684 Iteration 16Q: 3 clusters Score -1728008 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -1728036.625000 Penalty: 4660.575684 Iteration 17Q: 3 clusters Score -1728037 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -1728049.250000 Penalty: 4660.575684 Iteration 18Q: 3 clusters Score -1728049 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -1728069.625000 Penalty: 4660.575684 Iteration 19Q: 3 clusters Score -1728070 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5944 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -1728079.250000 Penalty: 4660.575684 Iteration 20F: 3 clusters Score -1728079 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -1728092.125000 Penalty: 4660.575684 Iteration 21Q: 3 clusters Score -1728092 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -1728112.125000 Penalty: 4660.575684 Iteration 22Q: 3 clusters Score -1728112 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -1728119.875000 Penalty: 4660.575684 Iteration 23Q: 3 clusters Score -1728120 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 6199 members Entering Unmasked Estep Score: -1728138.125000 Penalty: 4660.575684 Iteration 24Q: 3 clusters Score -1728138 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 6223 members Entering Unmasked Estep Score: -1728148.875000 Penalty: 4660.575684 Iteration 25Q: 3 clusters Score -1728149 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -1728162.875000 Penalty: 4660.575684 Iteration 26Q: 3 clusters Score -1728163 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -1728176.125000 Penalty: 4660.575684 Iteration 27Q: 3 clusters Score -1728176 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -1728187.250000 Penalty: 4660.575684 Iteration 28Q: 3 clusters Score -1728187 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -1728192.500000 Penalty: 4660.575684 Iteration 29Q: 3 clusters Score -1728192 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -1728198.500000 Penalty: 4660.575684 Iteration 30Q: 3 clusters Score -1728198 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -1728209.875000 Penalty: 4660.575684 Iteration 31Q: 3 clusters Score -1728210 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -1728221.500000 Penalty: 4660.575684 Iteration 32Q: 3 clusters Score -1728222 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -1728220.375000 Penalty: 4660.575684 Iteration 33Q: 3 clusters Score -1728220 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5772 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -1728234.375000 Penalty: 4660.575684 Iteration 34Q: 3 clusters Score -1728234 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -1728250.125000 Penalty: 4660.575684 Iteration 35Q: 3 clusters Score -1728250 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -1728253.250000 Penalty: 4660.575684 Iteration 36Q: 3 clusters Score -1728253 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5772 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -1728270.000000 Penalty: 4660.575684 Iteration 37Q: 3 clusters Score -1728270 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -1728275.750000 Penalty: 4660.575684 Iteration 38Q: 3 clusters Score -1728276 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -1728284.625000 Penalty: 4660.575684 Iteration 39Q: 3 clusters Score -1728285 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 6241 members Entering Unmasked Estep Score: -1728298.625000 Penalty: 4660.575684 Iteration 40F: 3 clusters Score -1728299 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5819 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -1728312.875000 Penalty: 4660.575684 Iteration 41Q: 3 clusters Score -1728313 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 6205 members Entering Unmasked Estep Score: -1728320.375000 Penalty: 4660.575684 Iteration 42Q: 3 clusters Score -1728320 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -1728337.250000 Penalty: 4660.575684 Iteration 43Q: 3 clusters Score -1728337 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 6185 members Entering Unmasked Estep Score: -1728363.375000 Penalty: 4660.575684 Iteration 44Q: 3 clusters Score -1728363 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -1728382.375000 Penalty: 4660.575684 Iteration 45Q: 3 clusters Score -1728382 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -1728389.750000 Penalty: 4660.575684 Iteration 46Q: 3 clusters Score -1728390 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 6135 members Entering Unmasked Estep Score: -1728397.250000 Penalty: 4660.575684 Iteration 47Q: 3 clusters Score -1728397 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 6129 members Entering Unmasked Estep Score: -1728405.750000 Penalty: 4660.575684 Iteration 48Q: 3 clusters Score -1728406 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -1728413.125000 Penalty: 4660.575684 Iteration 49Q: 3 clusters Score -1728413 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5914 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -1728418.375000 Penalty: 4660.575684 Iteration 50Q: 3 clusters Score -1728418 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -1728417.250000 Penalty: 4660.575684 Iteration 51Q: 3 clusters Score -1728417 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -1728420.000000 Penalty: 4660.575684 Iteration 52Q: 3 clusters Score -1728420 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -1728428.375000 Penalty: 4660.575684 Iteration 53Q: 3 clusters Score -1728428 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -1728429.750000 Penalty: 4660.575684 Iteration 54Q: 3 clusters Score -1728430 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 6135 members Entering Unmasked Estep Score: -1728434.875000 Penalty: 4660.575684 Iteration 55Q: 3 clusters Score -1728435 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5900 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -1728444.875000 Penalty: 4660.575684 Iteration 56Q: 3 clusters Score -1728445 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -1728453.000000 Penalty: 4660.575684 Iteration 57Q: 3 clusters Score -1728453 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -1728456.875000 Penalty: 4660.575684 Iteration 58Q: 3 clusters Score -1728457 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -1728465.750000 Penalty: 4660.575684 Iteration 59Q: 3 clusters Score -1728466 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 6171 members Entering Unmasked Estep Score: -1728475.000000 Penalty: 4660.575684 Iteration 60F: 3 clusters Score -1728475 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5872 members Mstep: Class 2 contains 6172 members Entering Unmasked Estep Score: -1728471.750000 Penalty: 4660.575684 Iteration 61Q: 3 clusters Score -1728472 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -1728473.875000 Penalty: 4660.575684 Iteration 62Q: 3 clusters Score -1728474 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -1728481.250000 Penalty: 4660.575684 Iteration 63Q: 3 clusters Score -1728481 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 6194 members Entering Unmasked Estep Score: -1728485.125000 Penalty: 4660.575684 Iteration 64Q: 3 clusters Score -1728485 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5837 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -1728487.625000 Penalty: 4660.575684 Iteration 65Q: 3 clusters Score -1728488 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5819 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -1728497.500000 Penalty: 4660.575684 Iteration 66Q: 3 clusters Score -1728498 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -1728501.375000 Penalty: 4660.575684 Iteration 67Q: 3 clusters Score -1728501 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -1728501.250000 Penalty: 4660.575684 Iteration 68Q: 3 clusters Score -1728501 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -1728504.625000 Penalty: 4660.575684 Iteration 69Q: 3 clusters Score -1728505 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5772 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -1728509.000000 Penalty: 4660.575684 Iteration 70Q: 3 clusters Score -1728509 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -1728510.250000 Penalty: 4660.575684 Iteration 71Q: 3 clusters Score -1728510 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 6294 members Entering Unmasked Estep Score: -1728511.000000 Penalty: 4660.575684 Iteration 72Q: 3 clusters Score -1728511 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5732 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -1728514.500000 Penalty: 4660.575684 Iteration 73Q: 3 clusters Score -1728514 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -1728524.375000 Penalty: 4660.575684 Iteration 74Q: 3 clusters Score -1728524 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5690 members Mstep: Class 2 contains 6354 members Entering Unmasked Estep Score: -1728526.375000 Penalty: 4660.575684 Iteration 75Q: 3 clusters Score -1728526 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -1728530.375000 Penalty: 4660.575684 Iteration 76Q: 3 clusters Score -1728530 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -1728531.875000 Penalty: 4660.575684 Iteration 77Q: 3 clusters Score -1728532 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -1728533.250000 Penalty: 4660.575684 Iteration 78Q: 3 clusters Score -1728533 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 6411 members Entering Unmasked Estep Score: -1728533.125000 Penalty: 4660.575684 Iteration 79Q: 3 clusters Score -1728533 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -1728538.375000 Penalty: 4660.575684 Iteration 80F: 3 clusters Score -1728538 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 6432 members Entering Unmasked Estep Score: -1728540.500000 Penalty: 4660.575684 Iteration 81Q: 3 clusters Score -1728540 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -1728540.250000 Penalty: 4660.575684 Iteration 82Q: 3 clusters Score -1728540 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -1728546.000000 Penalty: 4660.575684 Iteration 83Q: 3 clusters Score -1728546 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 6483 members Entering Unmasked Estep Score: -1728548.250000 Penalty: 4660.575684 Iteration 84Q: 3 clusters Score -1728548 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -1728554.500000 Penalty: 4660.575684 Iteration 85Q: 3 clusters Score -1728554 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5527 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -1728555.500000 Penalty: 4660.575684 Iteration 86Q: 3 clusters Score -1728556 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -1728558.750000 Penalty: 4660.575684 Iteration 87Q: 3 clusters Score -1728559 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 6573 members Entering Unmasked Estep Score: -1728562.625000 Penalty: 4660.575684 Iteration 88Q: 3 clusters Score -1728563 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 6606 members Entering Unmasked Estep Score: -1728575.750000 Penalty: 4660.575684 Iteration 89Q: 3 clusters Score -1728576 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 6643 members Entering Unmasked Estep Score: -1728580.875000 Penalty: 4660.575684 Iteration 90Q: 3 clusters Score -1728581 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 6687 members Entering Unmasked Estep Score: -1728593.250000 Penalty: 4660.575684 Iteration 91Q: 3 clusters Score -1728593 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 6736 members Entering Unmasked Estep Score: -1728611.250000 Penalty: 4660.575684 Iteration 92Q: 3 clusters Score -1728611 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -1728630.375000 Penalty: 4660.575684 Iteration 93Q: 3 clusters Score -1728630 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -1728632.250000 Penalty: 4660.575684 Iteration 94Q: 3 clusters Score -1728632 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -1728653.500000 Penalty: 4660.575684 Iteration 95Q: 3 clusters Score -1728654 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -1728665.125000 Penalty: 4660.575684 Iteration 96Q: 3 clusters Score -1728665 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 6984 members Entering Unmasked Estep Score: -1728678.750000 Penalty: 4660.575684 Iteration 97Q: 3 clusters Score -1728679 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -1728694.625000 Penalty: 4660.575684 Iteration 98Q: 3 clusters Score -1728695 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -1728701.875000 Penalty: 4660.575684 Iteration 99Q: 3 clusters Score -1728702 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 7142 members Entering Unmasked Estep Score: -1728717.875000 Penalty: 4660.575684 Iteration 100F: 3 clusters Score -1728718 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 7188 members Entering Unmasked Estep Score: -1728726.500000 Penalty: 4660.575684 Iteration 101Q: 3 clusters Score -1728726 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -1728746.125000 Penalty: 4660.575684 Iteration 102Q: 3 clusters Score -1728746 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 7321 members Entering Unmasked Estep Score: -1728766.500000 Penalty: 4660.575684 Iteration 103Q: 3 clusters Score -1728766 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -1728774.375000 Penalty: 4660.575684 Iteration 104Q: 3 clusters Score -1728774 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 7432 members Entering Unmasked Estep Score: -1728795.375000 Penalty: 4660.575684 Iteration 105Q: 3 clusters Score -1728795 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 7490 members Entering Unmasked Estep Score: -1728803.375000 Penalty: 4660.575684 Iteration 106Q: 3 clusters Score -1728803 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 7550 members Entering Unmasked Estep Score: -1728822.625000 Penalty: 4660.575684 Iteration 107Q: 3 clusters Score -1728823 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 7623 members Entering Unmasked Estep Score: -1728842.125000 Penalty: 4660.575684 Iteration 108Q: 3 clusters Score -1728842 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 7705 members Entering Unmasked Estep Score: -1728874.250000 Penalty: 4660.575684 Iteration 109Q: 3 clusters Score -1728874 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -1728910.750000 Penalty: 4660.575684 Iteration 110Q: 3 clusters Score -1728911 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 7887 members Entering Unmasked Estep Score: -1728967.250000 Penalty: 4660.575684 Iteration 111Q: 3 clusters Score -1728967 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 7994 members Entering Unmasked Estep Score: -1729020.375000 Penalty: 4660.575684 Iteration 112Q: 3 clusters Score -1729020 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 8102 members Entering Unmasked Estep Score: -1729077.875000 Penalty: 4660.575684 Iteration 113Q: 3 clusters Score -1729078 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 8207 members Entering Unmasked Estep Score: -1729148.125000 Penalty: 4660.575684 Iteration 114Q: 3 clusters Score -1729148 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 8300 members Entering Unmasked Estep Score: -1729212.750000 Penalty: 4660.575684 Iteration 115Q: 3 clusters Score -1729213 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 8371 members Entering Unmasked Estep Score: -1729253.875000 Penalty: 4660.575684 Iteration 116Q: 3 clusters Score -1729254 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 8441 members Entering Unmasked Estep Score: -1729277.000000 Penalty: 4660.575684 Iteration 117Q: 3 clusters Score -1729277 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -1729297.000000 Penalty: 4660.575684 Iteration 118Q: 3 clusters Score -1729297 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 8547 members Entering Unmasked Estep Score: -1729311.375000 Penalty: 4660.575684 Iteration 119Q: 3 clusters Score -1729311 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 8592 members Entering Unmasked Estep Score: -1729326.375000 Penalty: 4660.575684 Iteration 120F: 3 clusters Score -1729326 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 8631 members Entering Unmasked Estep Score: -1729342.625000 Penalty: 4660.575684 Iteration 121Q: 3 clusters Score -1729343 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 8679 members Entering Unmasked Estep Score: -1729357.000000 Penalty: 4660.575684 Iteration 122Q: 3 clusters Score -1729357 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 8726 members Entering Unmasked Estep Score: -1729372.125000 Penalty: 4660.575684 Iteration 123Q: 3 clusters Score -1729372 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 8760 members Entering Unmasked Estep Score: -1729385.500000 Penalty: 4660.575684 Iteration 124Q: 3 clusters Score -1729386 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 8787 members Entering Unmasked Estep Score: -1729389.000000 Penalty: 4660.575684 Iteration 125Q: 3 clusters Score -1729389 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 8817 members Entering Unmasked Estep Score: -1729392.875000 Penalty: 4660.575684 Iteration 126Q: 3 clusters Score -1729393 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 8835 members Entering Unmasked Estep Score: -1729394.500000 Penalty: 4660.575684 Iteration 127Q: 3 clusters Score -1729394 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 8848 members Entering Unmasked Estep Score: -1729398.000000 Penalty: 4660.575684 Iteration 128Q: 3 clusters Score -1729398 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 8864 members Entering Unmasked Estep Score: -1729405.250000 Penalty: 4660.575684 Iteration 129Q: 3 clusters Score -1729405 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 8880 members Entering Unmasked Estep Score: -1729403.875000 Penalty: 4660.575684 Iteration 130Q: 3 clusters Score -1729404 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 8897 members Entering Unmasked Estep Score: -1729413.000000 Penalty: 4660.575684 Iteration 131Q: 3 clusters Score -1729413 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 8917 members Entering Unmasked Estep Score: -1729423.500000 Penalty: 4660.575684 Iteration 132Q: 3 clusters Score -1729424 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 8933 members Entering Unmasked Estep Score: -1729429.500000 Penalty: 4660.575684 Iteration 133Q: 3 clusters Score -1729430 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 8942 members Entering Unmasked Estep Score: -1729424.500000 Penalty: 4660.575684 Iteration 134Q: 3 clusters Score -1729424 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -1729425.875000 Penalty: 4660.575684 Iteration 135Q: 3 clusters Score -1729426 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 8960 members Entering Unmasked Estep Score: -1729430.250000 Penalty: 4660.575684 Iteration 136Q: 3 clusters Score -1729430 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 8975 members Entering Unmasked Estep Score: -1729435.625000 Penalty: 4660.575684 Iteration 137Q: 3 clusters Score -1729436 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 8994 members Entering Unmasked Estep Score: -1729438.875000 Penalty: 4660.575684 Iteration 138Q: 3 clusters Score -1729439 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 9007 members Entering Unmasked Estep Score: -1729436.250000 Penalty: 4660.575684 Iteration 139Q: 3 clusters Score -1729436 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 9013 members Entering Unmasked Estep Score: -1729438.375000 Penalty: 4660.575684 Iteration 140F: 3 clusters Score -1729438 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 9022 members Entering Unmasked Estep Score: -1729441.875000 Penalty: 4660.575684 Iteration 141Q: 3 clusters Score -1729442 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 9028 members Entering Unmasked Estep Score: -1729441.625000 Penalty: 4660.575684 Iteration 142Q: 3 clusters Score -1729442 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 9035 members Entering Unmasked Estep Score: -1729442.875000 Penalty: 4660.575684 Iteration 143Q: 3 clusters Score -1729443 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 9038 members Entering Unmasked Estep Score: -1729441.750000 Penalty: 4660.575684 Iteration 144Q: 3 clusters Score -1729442 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 9040 members Entering Unmasked Estep Score: -1729441.000000 Penalty: 4660.575684 Iteration 145Q: 3 clusters Score -1729441 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -1729439.250000 Penalty: 4660.575684 Iteration 146Q: 3 clusters Score -1729439 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -1729439.250000 Penalty: 4660.575684 Iteration 147F: 3 clusters Score -1729439 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (7574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7574 members Entering Unmasked Estep Score: -1139136.875000 Penalty: 2215.254395 Iteration 0F: 2 clusters Score -1139137 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -1132985.125000 Penalty: 4430.508789 Iteration 0F: 3 clusters Score -1132985 nChanged 3047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -1134718.750000 Penalty: 4430.508789 Iteration 1F: 3 clusters Score -1134719 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1135079.500000 Penalty: 4430.508789 Iteration 2F: 3 clusters Score -1135080 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -1135403.375000 Penalty: 4430.508789 Iteration 3F: 3 clusters Score -1135403 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -1135652.500000 Penalty: 4430.508789 Iteration 4F: 3 clusters Score -1135652 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -1135898.125000 Penalty: 4430.508789 Iteration 5Q: 3 clusters Score -1135898 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -1136104.750000 Penalty: 4430.508789 Iteration 6Q: 3 clusters Score -1136105 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -1136277.000000 Penalty: 4430.508789 Iteration 7Q: 3 clusters Score -1136277 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -1136414.500000 Penalty: 4430.508789 Iteration 8Q: 3 clusters Score -1136414 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -1136505.375000 Penalty: 4430.508789 Iteration 9Q: 3 clusters Score -1136505 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -1136589.750000 Penalty: 4430.508789 Iteration 10Q: 3 clusters Score -1136590 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -1136652.000000 Penalty: 4430.508789 Iteration 11Q: 3 clusters Score -1136652 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -1136698.625000 Penalty: 4430.508789 Iteration 12Q: 3 clusters Score -1136699 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -1136734.625000 Penalty: 4430.508789 Iteration 13Q: 3 clusters Score -1136735 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -1136765.375000 Penalty: 4430.508789 Iteration 14Q: 3 clusters Score -1136765 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -1136786.750000 Penalty: 4430.508789 Iteration 15Q: 3 clusters Score -1136787 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -1136810.000000 Penalty: 4430.508789 Iteration 16Q: 3 clusters Score -1136810 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -1136835.875000 Penalty: 4430.508789 Iteration 17Q: 3 clusters Score -1136836 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -1136851.500000 Penalty: 4430.508789 Iteration 18Q: 3 clusters Score -1136852 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -1136863.000000 Penalty: 4430.508789 Iteration 19Q: 3 clusters Score -1136863 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -1136876.750000 Penalty: 4430.508789 Iteration 20F: 3 clusters Score -1136877 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -1136885.625000 Penalty: 4430.508789 Iteration 21Q: 3 clusters Score -1136886 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -1136892.375000 Penalty: 4430.508789 Iteration 22Q: 3 clusters Score -1136892 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -1136902.000000 Penalty: 4430.508789 Iteration 23Q: 3 clusters Score -1136902 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -1136907.250000 Penalty: 4430.508789 Iteration 24Q: 3 clusters Score -1136907 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -1136917.750000 Penalty: 4430.508789 Iteration 25Q: 3 clusters Score -1136918 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -1136925.375000 Penalty: 4430.508789 Iteration 26Q: 3 clusters Score -1136925 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -1136930.500000 Penalty: 4430.508789 Iteration 27Q: 3 clusters Score -1136930 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -1136935.500000 Penalty: 4430.508789 Iteration 28Q: 3 clusters Score -1136936 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -1136940.625000 Penalty: 4430.508789 Iteration 29Q: 3 clusters Score -1136941 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -1136939.250000 Penalty: 4430.508789 Iteration 30Q: 3 clusters Score -1136939 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -1136949.875000 Penalty: 4430.508789 Iteration 31Q: 3 clusters Score -1136950 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1136952.000000 Penalty: 4430.508789 Iteration 32Q: 3 clusters Score -1136952 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -1136954.250000 Penalty: 4430.508789 Iteration 33Q: 3 clusters Score -1136954 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -1136958.625000 Penalty: 4430.508789 Iteration 34Q: 3 clusters Score -1136959 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -1136958.625000 Penalty: 4430.508789 Iteration 35Q: 3 clusters Score -1136959 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -1136960.375000 Penalty: 4430.508789 Iteration 36Q: 3 clusters Score -1136960 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -1136960.625000 Penalty: 4430.508789 Iteration 37Q: 3 clusters Score -1136961 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -1136961.375000 Penalty: 4430.508789 Iteration 38Q: 3 clusters Score -1136961 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -1136960.875000 Penalty: 4430.508789 Iteration 39Q: 3 clusters Score -1136961 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -1136960.500000 Penalty: 4430.508789 Iteration 40F: 3 clusters Score -1136960 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -1136962.125000 Penalty: 4430.508789 Iteration 41Q: 3 clusters Score -1136962 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -1136962.125000 Penalty: 4430.508789 Iteration 42F: 3 clusters Score -1136962 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Entering Unmasked Estep Score: -842355.312500 Penalty: 2140.944336 Iteration 0F: 2 clusters Score -842355.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -837431.187500 Penalty: 4281.888672 Iteration 0F: 3 clusters Score -837431.2 nChanged 2161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -838715.500000 Penalty: 4281.888672 Iteration 1F: 3 clusters Score -838715.5 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -838978.312500 Penalty: 4281.888672 Iteration 2F: 3 clusters Score -838978.3 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -839167.375000 Penalty: 4281.888672 Iteration 3F: 3 clusters Score -839167.4 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -839324.750000 Penalty: 4281.888672 Iteration 4Q: 3 clusters Score -839324.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -839482.250000 Penalty: 4281.888672 Iteration 5Q: 3 clusters Score -839482.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -839599.875000 Penalty: 4281.888672 Iteration 6Q: 3 clusters Score -839599.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -839719.437500 Penalty: 4281.888672 Iteration 7Q: 3 clusters Score -839719.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -839840.937500 Penalty: 4281.888672 Iteration 8Q: 3 clusters Score -839840.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -839948.500000 Penalty: 4281.888672 Iteration 9Q: 3 clusters Score -839948.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -840052.062500 Penalty: 4281.888672 Iteration 10Q: 3 clusters Score -840052.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -840135.500000 Penalty: 4281.888672 Iteration 11Q: 3 clusters Score -840135.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -840216.875000 Penalty: 4281.888672 Iteration 12Q: 3 clusters Score -840216.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -840279.000000 Penalty: 4281.888672 Iteration 13Q: 3 clusters Score -840279 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -840326.312500 Penalty: 4281.888672 Iteration 14Q: 3 clusters Score -840326.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -840362.375000 Penalty: 4281.888672 Iteration 15Q: 3 clusters Score -840362.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -840393.937500 Penalty: 4281.888672 Iteration 16Q: 3 clusters Score -840393.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -840430.750000 Penalty: 4281.888672 Iteration 17Q: 3 clusters Score -840430.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -840455.750000 Penalty: 4281.888672 Iteration 18Q: 3 clusters Score -840455.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -840481.312500 Penalty: 4281.888672 Iteration 19Q: 3 clusters Score -840481.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -840497.500000 Penalty: 4281.888672 Iteration 20F: 3 clusters Score -840497.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -840511.062500 Penalty: 4281.888672 Iteration 21Q: 3 clusters Score -840511.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -840526.500000 Penalty: 4281.888672 Iteration 22Q: 3 clusters Score -840526.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -840545.000000 Penalty: 4281.888672 Iteration 23Q: 3 clusters Score -840545 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -840560.687500 Penalty: 4281.888672 Iteration 24Q: 3 clusters Score -840560.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -840575.125000 Penalty: 4281.888672 Iteration 25Q: 3 clusters Score -840575.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -840593.187500 Penalty: 4281.888672 Iteration 26Q: 3 clusters Score -840593.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -840603.375000 Penalty: 4281.888672 Iteration 27Q: 3 clusters Score -840603.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -840609.875000 Penalty: 4281.888672 Iteration 28Q: 3 clusters Score -840609.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -840617.312500 Penalty: 4281.888672 Iteration 29Q: 3 clusters Score -840617.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -840624.375000 Penalty: 4281.888672 Iteration 30Q: 3 clusters Score -840624.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -840629.875000 Penalty: 4281.888672 Iteration 31Q: 3 clusters Score -840629.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -840636.125000 Penalty: 4281.888672 Iteration 32Q: 3 clusters Score -840636.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -840638.937500 Penalty: 4281.888672 Iteration 33Q: 3 clusters Score -840638.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -840640.250000 Penalty: 4281.888672 Iteration 34Q: 3 clusters Score -840640.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -840643.187500 Penalty: 4281.888672 Iteration 35Q: 3 clusters Score -840643.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -840643.187500 Penalty: 4281.888672 Iteration 36F: 3 clusters Score -840643.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Entering Unmasked Estep Score: -63009.675781 Penalty: 1512.879150 Iteration 0F: 2 clusters Score -63009.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -61580.304688 Penalty: 3025.758301 Iteration 0F: 3 clusters Score -61580.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -61789.367188 Penalty: 3025.758301 Iteration 1F: 3 clusters Score -61789.37 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -61929.601562 Penalty: 3025.758301 Iteration 2F: 3 clusters Score -61929.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -62027.535156 Penalty: 3025.758301 Iteration 3Q: 3 clusters Score -62027.54 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -62185.785156 Penalty: 3025.758301 Iteration 4Q: 3 clusters Score -62185.79 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -62370.480469 Penalty: 3025.758301 Iteration 5F: 3 clusters Score -62370.48 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -62492.867188 Penalty: 3025.758301 Iteration 6Q: 3 clusters Score -62492.87 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -62537.679688 Penalty: 3025.758301 Iteration 7Q: 3 clusters Score -62537.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -62546.273438 Penalty: 3025.758301 Iteration 8Q: 3 clusters Score -62546.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -62551.136719 Penalty: 3025.758301 Iteration 9Q: 3 clusters Score -62551.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -62551.136719 Penalty: 3025.758301 Iteration 10F: 3 clusters Score -62551.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Entering Unmasked Estep Score: -35534.394531 Penalty: 1385.637695 Iteration 0F: 2 clusters Score -35534.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -34298.421875 Penalty: 2771.275391 Iteration 0F: 3 clusters Score -34298.42 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -34444.085938 Penalty: 2771.275391 Iteration 1F: 3 clusters Score -34444.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -34472.464844 Penalty: 2771.275391 Iteration 2Q: 3 clusters Score -34472.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -34497.500000 Penalty: 2771.275391 Iteration 3Q: 3 clusters Score -34497.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -34514.910156 Penalty: 2771.275391 Iteration 4Q: 3 clusters Score -34514.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -34530.648438 Penalty: 2771.275391 Iteration 5Q: 3 clusters Score -34530.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -34536.718750 Penalty: 2771.275391 Iteration 6Q: 3 clusters Score -34536.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -34542.125000 Penalty: 2771.275391 Iteration 7Q: 3 clusters Score -34542.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -34554.847656 Penalty: 2771.275391 Iteration 8Q: 3 clusters Score -34554.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -34568.539062 Penalty: 2771.275391 Iteration 9Q: 3 clusters Score -34568.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -34581.824219 Penalty: 2771.275391 Iteration 10Q: 3 clusters Score -34581.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -34657.148438 Penalty: 2771.275391 Iteration 11Q: 3 clusters Score -34657.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -34691.296875 Penalty: 2771.275391 Iteration 12Q: 3 clusters Score -34691.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -34722.992188 Penalty: 2771.275391 Iteration 13Q: 3 clusters Score -34722.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -34728.519531 Penalty: 2771.275391 Iteration 14Q: 3 clusters Score -34728.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -34750.921875 Penalty: 2771.275391 Iteration 15Q: 3 clusters Score -34750.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -34750.921875 Penalty: 2771.275391 Iteration 16F: 3 clusters Score -34750.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (7808 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7808 members Entering Unmasked Estep Score: -1138575.875000 Penalty: 2222.800293 Iteration 0F: 2 clusters Score -1138576 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -1132237.625000 Penalty: 4445.600586 Iteration 0F: 3 clusters Score -1132238 nChanged 3185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -1133931.375000 Penalty: 4445.600586 Iteration 1F: 3 clusters Score -1133931 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -1134205.375000 Penalty: 4445.600586 Iteration 2F: 3 clusters Score -1134205 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -1134415.250000 Penalty: 4445.600586 Iteration 3F: 3 clusters Score -1134415 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1134542.750000 Penalty: 4445.600586 Iteration 4Q: 3 clusters Score -1134543 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -1134618.875000 Penalty: 4445.600586 Iteration 5Q: 3 clusters Score -1134619 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -1134685.125000 Penalty: 4445.600586 Iteration 6Q: 3 clusters Score -1134685 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -1134741.750000 Penalty: 4445.600586 Iteration 7Q: 3 clusters Score -1134742 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -1134781.500000 Penalty: 4445.600586 Iteration 8Q: 3 clusters Score -1134782 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -1134820.125000 Penalty: 4445.600586 Iteration 9Q: 3 clusters Score -1134820 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -1134861.000000 Penalty: 4445.600586 Iteration 10Q: 3 clusters Score -1134861 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -1134905.875000 Penalty: 4445.600586 Iteration 11Q: 3 clusters Score -1134906 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -1134961.875000 Penalty: 4445.600586 Iteration 12Q: 3 clusters Score -1134962 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -1135019.250000 Penalty: 4445.600586 Iteration 13Q: 3 clusters Score -1135019 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -1135090.750000 Penalty: 4445.600586 Iteration 14Q: 3 clusters Score -1135091 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -1135161.125000 Penalty: 4445.600586 Iteration 15Q: 3 clusters Score -1135161 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -1135251.000000 Penalty: 4445.600586 Iteration 16Q: 3 clusters Score -1135251 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -1135354.125000 Penalty: 4445.600586 Iteration 17Q: 3 clusters Score -1135354 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -1135481.875000 Penalty: 4445.600586 Iteration 18Q: 3 clusters Score -1135482 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -1135618.625000 Penalty: 4445.600586 Iteration 19Q: 3 clusters Score -1135619 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -1135759.750000 Penalty: 4445.600586 Iteration 20F: 3 clusters Score -1135760 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -1135877.625000 Penalty: 4445.600586 Iteration 21Q: 3 clusters Score -1135878 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -1135988.625000 Penalty: 4445.600586 Iteration 22Q: 3 clusters Score -1135989 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -1136104.375000 Penalty: 4445.600586 Iteration 23Q: 3 clusters Score -1136104 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -1136209.250000 Penalty: 4445.600586 Iteration 24Q: 3 clusters Score -1136209 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -1136307.750000 Penalty: 4445.600586 Iteration 25Q: 3 clusters Score -1136308 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -1136399.750000 Penalty: 4445.600586 Iteration 26Q: 3 clusters Score -1136400 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -1136505.125000 Penalty: 4445.600586 Iteration 27Q: 3 clusters Score -1136505 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -1136629.375000 Penalty: 4445.600586 Iteration 28Q: 3 clusters Score -1136629 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -1136774.125000 Penalty: 4445.600586 Iteration 29Q: 3 clusters Score -1136774 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -1136904.000000 Penalty: 4445.600586 Iteration 30Q: 3 clusters Score -1136904 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -1137039.250000 Penalty: 4445.600586 Iteration 31Q: 3 clusters Score -1137039 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -1137161.750000 Penalty: 4445.600586 Iteration 32Q: 3 clusters Score -1137162 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -1137236.375000 Penalty: 4445.600586 Iteration 33Q: 3 clusters Score -1137236 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -1137277.125000 Penalty: 4445.600586 Iteration 34Q: 3 clusters Score -1137277 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -1137321.250000 Penalty: 4445.600586 Iteration 35Q: 3 clusters Score -1137321 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -1137359.625000 Penalty: 4445.600586 Iteration 36Q: 3 clusters Score -1137360 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -1137388.875000 Penalty: 4445.600586 Iteration 37Q: 3 clusters Score -1137389 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -1137408.500000 Penalty: 4445.600586 Iteration 38Q: 3 clusters Score -1137408 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -1137419.875000 Penalty: 4445.600586 Iteration 39Q: 3 clusters Score -1137420 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -1137440.625000 Penalty: 4445.600586 Iteration 40F: 3 clusters Score -1137441 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -1137459.125000 Penalty: 4445.600586 Iteration 41Q: 3 clusters Score -1137459 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -1137486.875000 Penalty: 4445.600586 Iteration 42Q: 3 clusters Score -1137487 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -1137504.625000 Penalty: 4445.600586 Iteration 43Q: 3 clusters Score -1137505 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -1137541.250000 Penalty: 4445.600586 Iteration 44Q: 3 clusters Score -1137541 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -1137605.625000 Penalty: 4445.600586 Iteration 45Q: 3 clusters Score -1137606 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -1137693.250000 Penalty: 4445.600586 Iteration 46Q: 3 clusters Score -1137693 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -1137869.875000 Penalty: 4445.600586 Iteration 47Q: 3 clusters Score -1137870 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -1138190.500000 Penalty: 4445.600586 Iteration 48Q: 3 clusters Score -1138190 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -1138446.875000 Penalty: 4445.600586 Iteration 49Q: 3 clusters Score -1138447 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -1138566.375000 Penalty: 4445.600586 Iteration 50Q: 3 clusters Score -1138566 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -1138622.375000 Penalty: 4445.600586 Iteration 51Q: 3 clusters Score -1138622 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1138651.500000 Penalty: 4445.600586 Iteration 52Q: 3 clusters Score -1138652 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -1138660.750000 Penalty: 4445.600586 Iteration 53Q: 3 clusters Score -1138661 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1138666.000000 Penalty: 4445.600586 Iteration 54Q: 3 clusters Score -1138666 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -1138677.250000 Penalty: 4445.600586 Iteration 55Q: 3 clusters Score -1138677 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -1138681.125000 Penalty: 4445.600586 Iteration 56Q: 3 clusters Score -1138681 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1138681.375000 Penalty: 4445.600586 Iteration 57Q: 3 clusters Score -1138681 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -1138683.250000 Penalty: 4445.600586 Iteration 58Q: 3 clusters Score -1138683 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -1138686.500000 Penalty: 4445.600586 Iteration 59Q: 3 clusters Score -1138686 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -1138687.875000 Penalty: 4445.600586 Iteration 60F: 3 clusters Score -1138688 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -1138687.625000 Penalty: 4445.600586 Iteration 61Q: 3 clusters Score -1138688 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -1138687.625000 Penalty: 4445.600586 Iteration 62F: 3 clusters Score -1138688 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83620 members Mstep: Class 2 contains 51173 members Mstep: Class 3 contains 10972 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27726 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23378 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12044 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 4638 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105302 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8699 members Mstep: Class 20 contains 3060 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4661 members Mstep: Class 24 contains 12484 members Mstep: Class 25 contains 5191 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19440 members Mstep: Class 31 contains 9447 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16010 members Mstep: Class 34 contains 3170 members Entering Unmasked Estep Score: -65624904.000000 Penalty: 109646.468750 Splitting cluster 14 changes total score from -65625860.000000 to -65624904.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (1855 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Entering Unmasked Estep Score: -252386.531250 Penalty: 1866.358765 Iteration 0F: 2 clusters Score -252386.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -249844.468750 Penalty: 3732.717529 Iteration 0F: 3 clusters Score -249844.5 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -250316.703125 Penalty: 3732.717529 Iteration 1F: 3 clusters Score -250316.7 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -250487.546875 Penalty: 3732.717529 Iteration 2F: 3 clusters Score -250487.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -250594.937500 Penalty: 3732.717529 Iteration 3F: 3 clusters Score -250594.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -250709.328125 Penalty: 3732.717529 Iteration 4Q: 3 clusters Score -250709.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -250796.968750 Penalty: 3732.717529 Iteration 5Q: 3 clusters Score -250797 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -250875.671875 Penalty: 3732.717529 Iteration 6Q: 3 clusters Score -250875.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -250953.875000 Penalty: 3732.717529 Iteration 7Q: 3 clusters Score -250953.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -251030.625000 Penalty: 3732.717529 Iteration 8Q: 3 clusters Score -251030.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -251112.671875 Penalty: 3732.717529 Iteration 9Q: 3 clusters Score -251112.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -251198.562500 Penalty: 3732.717529 Iteration 10Q: 3 clusters Score -251198.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -251289.765625 Penalty: 3732.717529 Iteration 11Q: 3 clusters Score -251289.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -251346.984375 Penalty: 3732.717529 Iteration 12Q: 3 clusters Score -251347 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -251408.265625 Penalty: 3732.717529 Iteration 13Q: 3 clusters Score -251408.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -251462.375000 Penalty: 3732.717529 Iteration 14Q: 3 clusters Score -251462.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -251490.890625 Penalty: 3732.717529 Iteration 15Q: 3 clusters Score -251490.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -251526.125000 Penalty: 3732.717529 Iteration 16Q: 3 clusters Score -251526.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -251565.921875 Penalty: 3732.717529 Iteration 17Q: 3 clusters Score -251565.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -251603.125000 Penalty: 3732.717529 Iteration 18Q: 3 clusters Score -251603.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -251632.250000 Penalty: 3732.717529 Iteration 19Q: 3 clusters Score -251632.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -251662.250000 Penalty: 3732.717529 Iteration 20F: 3 clusters Score -251662.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -251696.656250 Penalty: 3732.717529 Iteration 21Q: 3 clusters Score -251696.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -251719.593750 Penalty: 3732.717529 Iteration 22Q: 3 clusters Score -251719.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -251745.656250 Penalty: 3732.717529 Iteration 23Q: 3 clusters Score -251745.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -251762.828125 Penalty: 3732.717529 Iteration 24Q: 3 clusters Score -251762.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -251775.687500 Penalty: 3732.717529 Iteration 25Q: 3 clusters Score -251775.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -251796.593750 Penalty: 3732.717529 Iteration 26Q: 3 clusters Score -251796.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -251823.515625 Penalty: 3732.717529 Iteration 27Q: 3 clusters Score -251823.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -251883.375000 Penalty: 3732.717529 Iteration 28Q: 3 clusters Score -251883.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -251997.484375 Penalty: 3732.717529 Iteration 29Q: 3 clusters Score -251997.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -252104.843750 Penalty: 3732.717529 Iteration 30Q: 3 clusters Score -252104.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -252167.968750 Penalty: 3732.717529 Iteration 31Q: 3 clusters Score -252168 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -252197.843750 Penalty: 3732.717529 Iteration 32Q: 3 clusters Score -252197.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -252201.703125 Penalty: 3732.717529 Iteration 33Q: 3 clusters Score -252201.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -252205.109375 Penalty: 3732.717529 Iteration 34Q: 3 clusters Score -252205.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -252209.000000 Penalty: 3732.717529 Iteration 35Q: 3 clusters Score -252209 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -252209.000000 Penalty: 3732.717529 Iteration 36F: 3 clusters Score -252209 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Entering Unmasked Estep Score: -38510.097656 Penalty: 1404.414185 Iteration 0F: 2 clusters Score -38510.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -37291.792969 Penalty: 2808.828369 Iteration 0F: 3 clusters Score -37291.79 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -37423.777344 Penalty: 2808.828369 Iteration 1F: 3 clusters Score -37423.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -37457.882812 Penalty: 2808.828369 Iteration 2Q: 3 clusters Score -37457.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -37478.195312 Penalty: 2808.828369 Iteration 3Q: 3 clusters Score -37478.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -37498.132812 Penalty: 2808.828369 Iteration 4Q: 3 clusters Score -37498.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -37508.976562 Penalty: 2808.828369 Iteration 5Q: 3 clusters Score -37508.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -37514.417969 Penalty: 2808.828369 Iteration 6Q: 3 clusters Score -37514.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -37514.417969 Penalty: 2808.828369 Iteration 7F: 3 clusters Score -37514.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (105302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105302 members Entering Unmasked Estep Score: -16343087.000000 Penalty: 2868.017822 Iteration 0F: 2 clusters Score -1.634309e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52803 members Mstep: Class 2 contains 52499 members Entering Unmasked Estep Score: -16277074.000000 Penalty: 5736.035645 Iteration 0F: 3 clusters Score -1.627707e+07 nChanged 49850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53633 members Mstep: Class 2 contains 51669 members Entering Unmasked Estep Score: -16305777.000000 Penalty: 5736.035645 Iteration 1F: 3 clusters Score -1.630578e+07 nChanged 3323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54170 members Mstep: Class 2 contains 51132 members Entering Unmasked Estep Score: -16306474.000000 Penalty: 5736.035645 Iteration 2Q: 3 clusters Score -1.630647e+07 nChanged 3446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54888 members Mstep: Class 2 contains 50414 members Entering Unmasked Estep Score: -16307300.000000 Penalty: 5736.035645 Iteration 3Q: 3 clusters Score -1.63073e+07 nChanged 3479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55925 members Mstep: Class 2 contains 49377 members Entering Unmasked Estep Score: -16308400.000000 Penalty: 5736.035645 Iteration 4Q: 3 clusters Score -1.63084e+07 nChanged 3678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57469 members Mstep: Class 2 contains 47833 members Entering Unmasked Estep Score: -16309564.000000 Penalty: 5736.035645 Iteration 5Q: 3 clusters Score -1.630956e+07 nChanged 4142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59703 members Mstep: Class 2 contains 45599 members Entering Unmasked Estep Score: -16311241.000000 Penalty: 5736.035645 Iteration 6Q: 3 clusters Score -1.631124e+07 nChanged 4693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62732 members Mstep: Class 2 contains 42570 members Entering Unmasked Estep Score: -16313652.000000 Penalty: 5736.035645 Iteration 7Q: 3 clusters Score -1.631365e+07 nChanged 5471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66651 members Mstep: Class 2 contains 38651 members Entering Unmasked Estep Score: -16317055.000000 Penalty: 5736.035645 Iteration 8F: 3 clusters Score -1.631706e+07 nChanged 5957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71140 members Mstep: Class 2 contains 34162 members Entering Unmasked Estep Score: -16321175.000000 Penalty: 5736.035645 Iteration 9F: 3 clusters Score -1.632118e+07 nChanged 5954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75386 members Mstep: Class 2 contains 29916 members Entering Unmasked Estep Score: -16325506.000000 Penalty: 5736.035645 Iteration 10F: 3 clusters Score -1.632551e+07 nChanged 5228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78718 members Mstep: Class 2 contains 26584 members Entering Unmasked Estep Score: -16329244.000000 Penalty: 5736.035645 Iteration 11Q: 3 clusters Score -1.632924e+07 nChanged 4208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81058 members Mstep: Class 2 contains 24244 members Entering Unmasked Estep Score: -16331680.000000 Penalty: 5736.035645 Iteration 12Q: 3 clusters Score -1.633168e+07 nChanged 3134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82732 members Mstep: Class 2 contains 22570 members Entering Unmasked Estep Score: -16333282.000000 Penalty: 5736.035645 Iteration 13Q: 3 clusters Score -1.633328e+07 nChanged 2233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84117 members Mstep: Class 2 contains 21185 members Entering Unmasked Estep Score: -16334307.000000 Penalty: 5736.035645 Iteration 14Q: 3 clusters Score -1.633431e+07 nChanged 1736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85333 members Mstep: Class 2 contains 19969 members Entering Unmasked Estep Score: -16335077.000000 Penalty: 5736.035645 Iteration 15Q: 3 clusters Score -1.633508e+07 nChanged 1471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86444 members Mstep: Class 2 contains 18858 members Entering Unmasked Estep Score: -16335752.000000 Penalty: 5736.035645 Iteration 16Q: 3 clusters Score -1.633575e+07 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87465 members Mstep: Class 2 contains 17837 members Entering Unmasked Estep Score: -16336255.000000 Penalty: 5736.035645 Iteration 17Q: 3 clusters Score -1.633626e+07 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88436 members Mstep: Class 2 contains 16866 members Entering Unmasked Estep Score: -16336624.000000 Penalty: 5736.035645 Iteration 18Q: 3 clusters Score -1.633662e+07 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89300 members Mstep: Class 2 contains 16002 members Entering Unmasked Estep Score: -16337034.000000 Penalty: 5736.035645 Iteration 19Q: 3 clusters Score -1.633703e+07 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90148 members Mstep: Class 2 contains 15154 members Entering Unmasked Estep Score: -16337355.000000 Penalty: 5736.035645 Iteration 20F: 3 clusters Score -1.633736e+07 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90914 members Mstep: Class 2 contains 14388 members Entering Unmasked Estep Score: -16337670.000000 Penalty: 5736.035645 Iteration 21Q: 3 clusters Score -1.633767e+07 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91652 members Mstep: Class 2 contains 13650 members Entering Unmasked Estep Score: -16337958.000000 Penalty: 5736.035645 Iteration 22Q: 3 clusters Score -1.633796e+07 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92383 members Mstep: Class 2 contains 12919 members Entering Unmasked Estep Score: -16338195.000000 Penalty: 5736.035645 Iteration 23Q: 3 clusters Score -1.63382e+07 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93081 members Mstep: Class 2 contains 12221 members Entering Unmasked Estep Score: -16338473.000000 Penalty: 5736.035645 Iteration 24Q: 3 clusters Score -1.633847e+07 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93721 members Mstep: Class 2 contains 11581 members Entering Unmasked Estep Score: -16338606.000000 Penalty: 5736.035645 Iteration 25Q: 3 clusters Score -1.633861e+07 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94389 members Mstep: Class 2 contains 10913 members Entering Unmasked Estep Score: -16338876.000000 Penalty: 5736.035645 Iteration 26Q: 3 clusters Score -1.633888e+07 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95064 members Mstep: Class 2 contains 10238 members Entering Unmasked Estep Score: -16339172.000000 Penalty: 5736.035645 Iteration 27Q: 3 clusters Score -1.633917e+07 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95734 members Mstep: Class 2 contains 9568 members Entering Unmasked Estep Score: -16339394.000000 Penalty: 5736.035645 Iteration 28Q: 3 clusters Score -1.633939e+07 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96381 members Mstep: Class 2 contains 8921 members Entering Unmasked Estep Score: -16339657.000000 Penalty: 5736.035645 Iteration 29Q: 3 clusters Score -1.633966e+07 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96966 members Mstep: Class 2 contains 8336 members Entering Unmasked Estep Score: -16339819.000000 Penalty: 5736.035645 Iteration 30Q: 3 clusters Score -1.633982e+07 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97571 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -16340034.000000 Penalty: 5736.035645 Iteration 31Q: 3 clusters Score -1.634003e+07 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98150 members Mstep: Class 2 contains 7152 members Entering Unmasked Estep Score: -16340234.000000 Penalty: 5736.035645 Iteration 32Q: 3 clusters Score -1.634023e+07 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98675 members Mstep: Class 2 contains 6627 members Entering Unmasked Estep Score: -16340333.000000 Penalty: 5736.035645 Iteration 33Q: 3 clusters Score -1.634033e+07 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99159 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -16340476.000000 Penalty: 5736.035645 Iteration 34Q: 3 clusters Score -1.634048e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99592 members Mstep: Class 2 contains 5710 members Entering Unmasked Estep Score: -16340513.000000 Penalty: 5736.035645 Iteration 35Q: 3 clusters Score -1.634051e+07 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99972 members Mstep: Class 2 contains 5330 members Entering Unmasked Estep Score: -16340613.000000 Penalty: 5736.035645 Iteration 36Q: 3 clusters Score -1.634061e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100286 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -16340672.000000 Penalty: 5736.035645 Iteration 37Q: 3 clusters Score -1.634067e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100605 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -16340723.000000 Penalty: 5736.035645 Iteration 38Q: 3 clusters Score -1.634072e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100868 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -16340818.000000 Penalty: 5736.035645 Iteration 39Q: 3 clusters Score -1.634082e+07 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101139 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -16340882.000000 Penalty: 5736.035645 Iteration 40F: 3 clusters Score -1.634088e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101400 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -16340937.000000 Penalty: 5736.035645 Iteration 41Q: 3 clusters Score -1.634094e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101648 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -16340987.000000 Penalty: 5736.035645 Iteration 42Q: 3 clusters Score -1.634099e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101872 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -16341052.000000 Penalty: 5736.035645 Iteration 43Q: 3 clusters Score -1.634105e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102045 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -16341046.000000 Penalty: 5736.035645 Iteration 44Q: 3 clusters Score -1.634105e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102205 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -16341067.000000 Penalty: 5736.035645 Iteration 45Q: 3 clusters Score -1.634107e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102340 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -16341071.000000 Penalty: 5736.035645 Iteration 46Q: 3 clusters Score -1.634107e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102467 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -16341078.000000 Penalty: 5736.035645 Iteration 47Q: 3 clusters Score -1.634108e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102587 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -16341136.000000 Penalty: 5736.035645 Iteration 48Q: 3 clusters Score -1.634114e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102694 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -16341175.000000 Penalty: 5736.035645 Iteration 49Q: 3 clusters Score -1.634118e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102783 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -16341205.000000 Penalty: 5736.035645 Iteration 50Q: 3 clusters Score -1.63412e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102861 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -16341213.000000 Penalty: 5736.035645 Iteration 51Q: 3 clusters Score -1.634121e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102944 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -16341206.000000 Penalty: 5736.035645 Iteration 52Q: 3 clusters Score -1.634121e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103023 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -16341213.000000 Penalty: 5736.035645 Iteration 53Q: 3 clusters Score -1.634121e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103080 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -16341209.000000 Penalty: 5736.035645 Iteration 54Q: 3 clusters Score -1.634121e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103131 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -16341234.000000 Penalty: 5736.035645 Iteration 55Q: 3 clusters Score -1.634123e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103180 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -16341235.000000 Penalty: 5736.035645 Iteration 56Q: 3 clusters Score -1.634124e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103223 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -16341243.000000 Penalty: 5736.035645 Iteration 57Q: 3 clusters Score -1.634124e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103262 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -16341227.000000 Penalty: 5736.035645 Iteration 58Q: 3 clusters Score -1.634123e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103299 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -16341245.000000 Penalty: 5736.035645 Iteration 59Q: 3 clusters Score -1.634124e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103326 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -16341272.000000 Penalty: 5736.035645 Iteration 60F: 3 clusters Score -1.634127e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103357 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -16341296.000000 Penalty: 5736.035645 Iteration 61Q: 3 clusters Score -1.63413e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103379 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -16341309.000000 Penalty: 5736.035645 Iteration 62Q: 3 clusters Score -1.634131e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103396 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -16341305.000000 Penalty: 5736.035645 Iteration 63Q: 3 clusters Score -1.63413e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103410 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -16341317.000000 Penalty: 5736.035645 Iteration 64Q: 3 clusters Score -1.634132e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103419 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -16341317.000000 Penalty: 5736.035645 Iteration 65Q: 3 clusters Score -1.634132e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103435 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -16341324.000000 Penalty: 5736.035645 Iteration 66Q: 3 clusters Score -1.634132e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103442 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -16341329.000000 Penalty: 5736.035645 Iteration 67Q: 3 clusters Score -1.634133e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103455 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -16341324.000000 Penalty: 5736.035645 Iteration 68Q: 3 clusters Score -1.634132e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103469 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -16341315.000000 Penalty: 5736.035645 Iteration 69Q: 3 clusters Score -1.634132e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103479 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -16341319.000000 Penalty: 5736.035645 Iteration 70Q: 3 clusters Score -1.634132e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103491 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -16341324.000000 Penalty: 5736.035645 Iteration 71Q: 3 clusters Score -1.634132e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103507 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -16341322.000000 Penalty: 5736.035645 Iteration 72Q: 3 clusters Score -1.634132e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103518 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -16341322.000000 Penalty: 5736.035645 Iteration 73Q: 3 clusters Score -1.634132e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103533 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -16341320.000000 Penalty: 5736.035645 Iteration 74Q: 3 clusters Score -1.634132e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103551 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -16341333.000000 Penalty: 5736.035645 Iteration 75Q: 3 clusters Score -1.634133e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103574 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -16341331.000000 Penalty: 5736.035645 Iteration 76Q: 3 clusters Score -1.634133e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103593 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -16341318.000000 Penalty: 5736.035645 Iteration 77Q: 3 clusters Score -1.634132e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103607 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -16341335.000000 Penalty: 5736.035645 Iteration 78Q: 3 clusters Score -1.634134e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103624 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -16341316.000000 Penalty: 5736.035645 Iteration 79Q: 3 clusters Score -1.634132e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103641 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -16341328.000000 Penalty: 5736.035645 Iteration 80F: 3 clusters Score -1.634133e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103659 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -16341327.000000 Penalty: 5736.035645 Iteration 81Q: 3 clusters Score -1.634133e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103667 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -16341315.000000 Penalty: 5736.035645 Iteration 82Q: 3 clusters Score -1.634132e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103667 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -16341328.000000 Penalty: 5736.035645 Iteration 83Q: 3 clusters Score -1.634133e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103671 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -16341326.000000 Penalty: 5736.035645 Iteration 84Q: 3 clusters Score -1.634133e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103672 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -16341318.000000 Penalty: 5736.035645 Iteration 85Q: 3 clusters Score -1.634132e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103673 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -16341316.000000 Penalty: 5736.035645 Iteration 86Q: 3 clusters Score -1.634132e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103675 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -16341330.000000 Penalty: 5736.035645 Iteration 87Q: 3 clusters Score -1.634133e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103675 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -16341325.000000 Penalty: 5736.035645 Iteration 88Q: 3 clusters Score -1.634132e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103672 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -16341331.000000 Penalty: 5736.035645 Iteration 89Q: 3 clusters Score -1.634133e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103673 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -16341331.000000 Penalty: 5736.035645 Iteration 90Q: 3 clusters Score -1.634133e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103680 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -16341330.000000 Penalty: 5736.035645 Iteration 91Q: 3 clusters Score -1.634133e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103683 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -16341330.000000 Penalty: 5736.035645 Iteration 92Q: 3 clusters Score -1.634133e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103687 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -16341335.000000 Penalty: 5736.035645 Iteration 93Q: 3 clusters Score -1.634134e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103690 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -16341333.000000 Penalty: 5736.035645 Iteration 94Q: 3 clusters Score -1.634133e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103692 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -16341343.000000 Penalty: 5736.035645 Iteration 95Q: 3 clusters Score -1.634134e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103693 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -16341356.000000 Penalty: 5736.035645 Iteration 96Q: 3 clusters Score -1.634136e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103694 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -16341339.000000 Penalty: 5736.035645 Iteration 97Q: 3 clusters Score -1.634134e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103692 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -16341345.000000 Penalty: 5736.035645 Iteration 98Q: 3 clusters Score -1.634134e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103695 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -16341341.000000 Penalty: 5736.035645 Iteration 99Q: 3 clusters Score -1.634134e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103696 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -16341333.000000 Penalty: 5736.035645 Iteration 100F: 3 clusters Score -1.634133e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103698 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -16341341.000000 Penalty: 5736.035645 Iteration 101Q: 3 clusters Score -1.634134e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103698 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -16341341.000000 Penalty: 5736.035645 Iteration 102F: 3 clusters Score -1.634134e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2744 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Entering Unmasked Estep Score: -432180.062500 Penalty: 1963.458618 Iteration 0F: 2 clusters Score -432180.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -429099.000000 Penalty: 3926.917236 Iteration 0F: 3 clusters Score -429099 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -429813.656250 Penalty: 3926.917236 Iteration 1F: 3 clusters Score -429813.7 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -430066.781250 Penalty: 3926.917236 Iteration 2F: 3 clusters Score -430066.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -430214.781250 Penalty: 3926.917236 Iteration 3F: 3 clusters Score -430214.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -430342.875000 Penalty: 3926.917236 Iteration 4Q: 3 clusters Score -430342.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -430467.437500 Penalty: 3926.917236 Iteration 5Q: 3 clusters Score -430467.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -430583.375000 Penalty: 3926.917236 Iteration 6Q: 3 clusters Score -430583.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -430692.750000 Penalty: 3926.917236 Iteration 7Q: 3 clusters Score -430692.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -430758.093750 Penalty: 3926.917236 Iteration 8Q: 3 clusters Score -430758.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -430802.406250 Penalty: 3926.917236 Iteration 9Q: 3 clusters Score -430802.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -430833.500000 Penalty: 3926.917236 Iteration 10Q: 3 clusters Score -430833.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -430855.718750 Penalty: 3926.917236 Iteration 11Q: 3 clusters Score -430855.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -430879.437500 Penalty: 3926.917236 Iteration 12Q: 3 clusters Score -430879.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -430895.312500 Penalty: 3926.917236 Iteration 13Q: 3 clusters Score -430895.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -430900.843750 Penalty: 3926.917236 Iteration 14Q: 3 clusters Score -430900.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -430905.406250 Penalty: 3926.917236 Iteration 15Q: 3 clusters Score -430905.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -430906.187500 Penalty: 3926.917236 Iteration 16Q: 3 clusters Score -430906.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -430906.656250 Penalty: 3926.917236 Iteration 17Q: 3 clusters Score -430906.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -430906.656250 Penalty: 3926.917236 Iteration 18F: 3 clusters Score -430906.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Entering Unmasked Estep Score: -1313692.625000 Penalty: 2249.598877 Iteration 0F: 2 clusters Score -1313693 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -1306862.750000 Penalty: 4499.197754 Iteration 0F: 3 clusters Score -1306863 nChanged 3580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -1309003.250000 Penalty: 4499.197754 Iteration 1F: 3 clusters Score -1309003 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -1309495.750000 Penalty: 4499.197754 Iteration 2F: 3 clusters Score -1309496 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -1309919.500000 Penalty: 4499.197754 Iteration 3F: 3 clusters Score -1309920 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -1310399.375000 Penalty: 4499.197754 Iteration 4F: 3 clusters Score -1310399 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -1310978.375000 Penalty: 4499.197754 Iteration 5F: 3 clusters Score -1310978 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -1311645.625000 Penalty: 4499.197754 Iteration 6F: 3 clusters Score -1311646 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -1312219.000000 Penalty: 4499.197754 Iteration 7F: 3 clusters Score -1312219 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 7177 members Entering Unmasked Estep Score: -1312702.125000 Penalty: 4499.197754 Iteration 8Q: 3 clusters Score -1312702 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -1313089.500000 Penalty: 4499.197754 Iteration 9Q: 3 clusters Score -1313090 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 7204 members Entering Unmasked Estep Score: -1313356.625000 Penalty: 4499.197754 Iteration 10Q: 3 clusters Score -1313357 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -1313489.125000 Penalty: 4499.197754 Iteration 11Q: 3 clusters Score -1313489 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -1313547.500000 Penalty: 4499.197754 Iteration 12Q: 3 clusters Score -1313548 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -1313590.750000 Penalty: 4499.197754 Iteration 13Q: 3 clusters Score -1313591 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 6964 members Entering Unmasked Estep Score: -1313608.250000 Penalty: 4499.197754 Iteration 14Q: 3 clusters Score -1313608 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -1313615.750000 Penalty: 4499.197754 Iteration 15Q: 3 clusters Score -1313616 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -1313620.375000 Penalty: 4499.197754 Iteration 16Q: 3 clusters Score -1313620 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 6902 members Entering Unmasked Estep Score: -1313621.125000 Penalty: 4499.197754 Iteration 17Q: 3 clusters Score -1313621 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -1313624.750000 Penalty: 4499.197754 Iteration 18Q: 3 clusters Score -1313625 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 6884 members Entering Unmasked Estep Score: -1313629.500000 Penalty: 4499.197754 Iteration 19Q: 3 clusters Score -1313630 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -1313631.750000 Penalty: 4499.197754 Iteration 20F: 3 clusters Score -1313632 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -1313631.000000 Penalty: 4499.197754 Iteration 21Q: 3 clusters Score -1313631 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -1313633.000000 Penalty: 4499.197754 Iteration 22Q: 3 clusters Score -1313633 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -1313633.375000 Penalty: 4499.197754 Iteration 23Q: 3 clusters Score -1313633 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -1313632.000000 Penalty: 4499.197754 Iteration 24Q: 3 clusters Score -1313632 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 6854 members Entering Unmasked Estep Score: -1313635.500000 Penalty: 4499.197754 Iteration 25Q: 3 clusters Score -1313636 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -1313636.500000 Penalty: 4499.197754 Iteration 26Q: 3 clusters Score -1313636 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -1313635.000000 Penalty: 4499.197754 Iteration 27Q: 3 clusters Score -1313635 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -1313635.000000 Penalty: 4499.197754 Iteration 28F: 3 clusters Score -1313635 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Entering Unmasked Estep Score: -447120.250000 Penalty: 1990.490112 Iteration 0F: 2 clusters Score -447120.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -443830.156250 Penalty: 3980.980225 Iteration 0F: 3 clusters Score -443830.2 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -444531.218750 Penalty: 3980.980225 Iteration 1F: 3 clusters Score -444531.2 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -444731.156250 Penalty: 3980.980225 Iteration 2F: 3 clusters Score -444731.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -444858.656250 Penalty: 3980.980225 Iteration 3F: 3 clusters Score -444858.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -444983.593750 Penalty: 3980.980225 Iteration 4Q: 3 clusters Score -444983.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -445073.937500 Penalty: 3980.980225 Iteration 5Q: 3 clusters Score -445073.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -445170.937500 Penalty: 3980.980225 Iteration 6Q: 3 clusters Score -445170.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -445277.968750 Penalty: 3980.980225 Iteration 7Q: 3 clusters Score -445278 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -445361.718750 Penalty: 3980.980225 Iteration 8Q: 3 clusters Score -445361.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -445437.406250 Penalty: 3980.980225 Iteration 9Q: 3 clusters Score -445437.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -445503.812500 Penalty: 3980.980225 Iteration 10Q: 3 clusters Score -445503.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -445566.937500 Penalty: 3980.980225 Iteration 11Q: 3 clusters Score -445566.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -445628.312500 Penalty: 3980.980225 Iteration 12Q: 3 clusters Score -445628.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -445674.937500 Penalty: 3980.980225 Iteration 13Q: 3 clusters Score -445674.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -445704.125000 Penalty: 3980.980225 Iteration 14Q: 3 clusters Score -445704.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -445724.968750 Penalty: 3980.980225 Iteration 15Q: 3 clusters Score -445725 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -445743.500000 Penalty: 3980.980225 Iteration 16Q: 3 clusters Score -445743.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -445759.437500 Penalty: 3980.980225 Iteration 17Q: 3 clusters Score -445759.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -445771.093750 Penalty: 3980.980225 Iteration 18Q: 3 clusters Score -445771.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -445778.625000 Penalty: 3980.980225 Iteration 19Q: 3 clusters Score -445778.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -445783.750000 Penalty: 3980.980225 Iteration 20F: 3 clusters Score -445783.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -445786.343750 Penalty: 3980.980225 Iteration 21Q: 3 clusters Score -445786.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -445788.187500 Penalty: 3980.980225 Iteration 22Q: 3 clusters Score -445788.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -445790.093750 Penalty: 3980.980225 Iteration 23Q: 3 clusters Score -445790.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -445790.875000 Penalty: 3980.980225 Iteration 24Q: 3 clusters Score -445790.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -445793.781250 Penalty: 3980.980225 Iteration 25Q: 3 clusters Score -445793.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -445793.781250 Penalty: 3980.980225 Iteration 26F: 3 clusters Score -445793.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Entering Unmasked Estep Score: -478823.531250 Penalty: 1995.464844 Iteration 0F: 2 clusters Score -478823.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -475405.593750 Penalty: 3990.929688 Iteration 0F: 3 clusters Score -475405.6 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -476125.718750 Penalty: 3990.929688 Iteration 1F: 3 clusters Score -476125.7 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -476315.500000 Penalty: 3990.929688 Iteration 2F: 3 clusters Score -476315.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -476430.500000 Penalty: 3990.929688 Iteration 3F: 3 clusters Score -476430.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -476519.906250 Penalty: 3990.929688 Iteration 4Q: 3 clusters Score -476519.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -476584.906250 Penalty: 3990.929688 Iteration 5Q: 3 clusters Score -476584.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -476633.437500 Penalty: 3990.929688 Iteration 6Q: 3 clusters Score -476633.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -476663.187500 Penalty: 3990.929688 Iteration 7Q: 3 clusters Score -476663.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -476693.687500 Penalty: 3990.929688 Iteration 8Q: 3 clusters Score -476693.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -476716.937500 Penalty: 3990.929688 Iteration 9Q: 3 clusters Score -476716.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -476736.031250 Penalty: 3990.929688 Iteration 10Q: 3 clusters Score -476736 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -476754.531250 Penalty: 3990.929688 Iteration 11Q: 3 clusters Score -476754.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -476769.750000 Penalty: 3990.929688 Iteration 12Q: 3 clusters Score -476769.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -476785.312500 Penalty: 3990.929688 Iteration 13Q: 3 clusters Score -476785.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -476797.031250 Penalty: 3990.929688 Iteration 14Q: 3 clusters Score -476797 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -476805.187500 Penalty: 3990.929688 Iteration 15Q: 3 clusters Score -476805.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -476812.906250 Penalty: 3990.929688 Iteration 16Q: 3 clusters Score -476812.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -476824.968750 Penalty: 3990.929688 Iteration 17Q: 3 clusters Score -476825 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -476835.656250 Penalty: 3990.929688 Iteration 18Q: 3 clusters Score -476835.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -476843.718750 Penalty: 3990.929688 Iteration 19Q: 3 clusters Score -476843.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -476851.718750 Penalty: 3990.929688 Iteration 20F: 3 clusters Score -476851.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -476857.718750 Penalty: 3990.929688 Iteration 21Q: 3 clusters Score -476857.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -476863.875000 Penalty: 3990.929688 Iteration 22Q: 3 clusters Score -476863.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -476868.437500 Penalty: 3990.929688 Iteration 23Q: 3 clusters Score -476868.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -476878.250000 Penalty: 3990.929688 Iteration 24Q: 3 clusters Score -476878.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -476887.093750 Penalty: 3990.929688 Iteration 25Q: 3 clusters Score -476887.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -476896.406250 Penalty: 3990.929688 Iteration 26Q: 3 clusters Score -476896.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -476907.500000 Penalty: 3990.929688 Iteration 27Q: 3 clusters Score -476907.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -476915.187500 Penalty: 3990.929688 Iteration 28Q: 3 clusters Score -476915.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -476925.531250 Penalty: 3990.929688 Iteration 29Q: 3 clusters Score -476925.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -476933.687500 Penalty: 3990.929688 Iteration 30Q: 3 clusters Score -476933.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -476943.593750 Penalty: 3990.929688 Iteration 31Q: 3 clusters Score -476943.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -476956.843750 Penalty: 3990.929688 Iteration 32Q: 3 clusters Score -476956.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -476965.937500 Penalty: 3990.929688 Iteration 33Q: 3 clusters Score -476965.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -476970.781250 Penalty: 3990.929688 Iteration 34Q: 3 clusters Score -476970.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -476979.281250 Penalty: 3990.929688 Iteration 35Q: 3 clusters Score -476979.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -476986.781250 Penalty: 3990.929688 Iteration 36Q: 3 clusters Score -476986.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -476998.656250 Penalty: 3990.929688 Iteration 37Q: 3 clusters Score -476998.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -477011.312500 Penalty: 3990.929688 Iteration 38Q: 3 clusters Score -477011.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -477027.468750 Penalty: 3990.929688 Iteration 39Q: 3 clusters Score -477027.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -477043.968750 Penalty: 3990.929688 Iteration 40F: 3 clusters Score -477044 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -477061.562500 Penalty: 3990.929688 Iteration 41Q: 3 clusters Score -477061.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -477076.781250 Penalty: 3990.929688 Iteration 42Q: 3 clusters Score -477076.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -477090.281250 Penalty: 3990.929688 Iteration 43Q: 3 clusters Score -477090.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -477105.500000 Penalty: 3990.929688 Iteration 44Q: 3 clusters Score -477105.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -477117.375000 Penalty: 3990.929688 Iteration 45Q: 3 clusters Score -477117.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -477126.187500 Penalty: 3990.929688 Iteration 46Q: 3 clusters Score -477126.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -477134.312500 Penalty: 3990.929688 Iteration 47Q: 3 clusters Score -477134.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -477148.312500 Penalty: 3990.929688 Iteration 48Q: 3 clusters Score -477148.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -477170.468750 Penalty: 3990.929688 Iteration 49Q: 3 clusters Score -477170.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -477197.437500 Penalty: 3990.929688 Iteration 50Q: 3 clusters Score -477197.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -477239.718750 Penalty: 3990.929688 Iteration 51Q: 3 clusters Score -477239.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -477320.875000 Penalty: 3990.929688 Iteration 52Q: 3 clusters Score -477320.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -477467.031250 Penalty: 3990.929688 Iteration 53Q: 3 clusters Score -477467 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -477660.093750 Penalty: 3990.929688 Iteration 54Q: 3 clusters Score -477660.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -477939.156250 Penalty: 3990.929688 Iteration 55Q: 3 clusters Score -477939.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -478247.062500 Penalty: 3990.929688 Iteration 56Q: 3 clusters Score -478247.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -478609.812500 Penalty: 3990.929688 Iteration 57Q: 3 clusters Score -478609.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -478792.062500 Penalty: 3990.929688 Iteration 58Q: 3 clusters Score -478792.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -478824.281250 Penalty: 3990.929688 Iteration 59Q: 3 clusters Score -478824.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -478832.281250 Penalty: 3990.929688 Iteration 60F: 3 clusters Score -478832.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -478834.156250 Penalty: 3990.929688 Iteration 61Q: 3 clusters Score -478834.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -478834.156250 Penalty: 3990.929688 Iteration 62F: 3 clusters Score -478834.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83620 members Mstep: Class 2 contains 51173 members Mstep: Class 3 contains 10972 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27726 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23378 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12044 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7808 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105302 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8699 members Mstep: Class 20 contains 3060 members Mstep: Class 21 contains 1319 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4661 members Mstep: Class 24 contains 12484 members Mstep: Class 25 contains 5191 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19440 members Mstep: Class 31 contains 9447 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16010 members Mstep: Class 34 contains 1803 members Entering Unmasked Estep Score: -65624476.000000 Penalty: 109646.468750 Splitting cluster 21 changes total score from -65625860.000000 to -65624476.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Entering Unmasked Estep Score: -16014.333984 Penalty: 1191.397217 Iteration 0F: 2 clusters Score -16014.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -15224.077148 Penalty: 2382.794434 Iteration 0F: 3 clusters Score -15224.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -15251.961914 Penalty: 2382.794434 Iteration 1Q: 3 clusters Score -15251.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -15255.319336 Penalty: 2382.794434 Iteration 2Q: 3 clusters Score -15255.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -15255.319336 Penalty: 2382.794434 Iteration 3F: 3 clusters Score -15255.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4661 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Entering Unmasked Estep Score: -689521.125000 Penalty: 2094.852295 Iteration 0F: 2 clusters Score -689521.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -685260.437500 Penalty: 4189.704590 Iteration 0F: 3 clusters Score -685260.4 nChanged 1800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -686530.187500 Penalty: 4189.704590 Iteration 1F: 3 clusters Score -686530.2 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -687236.125000 Penalty: 4189.704590 Iteration 2F: 3 clusters Score -687236.1 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -687976.125000 Penalty: 4189.704590 Iteration 3F: 3 clusters Score -687976.1 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -688635.375000 Penalty: 4189.704590 Iteration 4F: 3 clusters Score -688635.4 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -688997.625000 Penalty: 4189.704590 Iteration 5F: 3 clusters Score -688997.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -689172.562500 Penalty: 4189.704590 Iteration 6Q: 3 clusters Score -689172.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -689237.000000 Penalty: 4189.704590 Iteration 7Q: 3 clusters Score -689237 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -689266.625000 Penalty: 4189.704590 Iteration 8Q: 3 clusters Score -689266.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -689280.625000 Penalty: 4189.704590 Iteration 9Q: 3 clusters Score -689280.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -689287.875000 Penalty: 4189.704590 Iteration 10Q: 3 clusters Score -689287.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -689296.000000 Penalty: 4189.704590 Iteration 11Q: 3 clusters Score -689296 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -689297.937500 Penalty: 4189.704590 Iteration 12Q: 3 clusters Score -689297.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -689298.812500 Penalty: 4189.704590 Iteration 13Q: 3 clusters Score -689298.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -689297.750000 Penalty: 4189.704590 Iteration 14Q: 3 clusters Score -689297.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -689298.312500 Penalty: 4189.704590 Iteration 15Q: 3 clusters Score -689298.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -689300.062500 Penalty: 4189.704590 Iteration 16Q: 3 clusters Score -689300.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -689302.250000 Penalty: 4189.704590 Iteration 17Q: 3 clusters Score -689302.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -689305.562500 Penalty: 4189.704590 Iteration 18Q: 3 clusters Score -689305.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -689303.750000 Penalty: 4189.704590 Iteration 19Q: 3 clusters Score -689303.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -689305.937500 Penalty: 4189.704590 Iteration 20F: 3 clusters Score -689305.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -689306.562500 Penalty: 4189.704590 Iteration 21Q: 3 clusters Score -689306.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -689306.750000 Penalty: 4189.704590 Iteration 22Q: 3 clusters Score -689306.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -689306.750000 Penalty: 4189.704590 Iteration 23F: 3 clusters Score -689306.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (12484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12484 members Entering Unmasked Estep Score: -1804324.875000 Penalty: 2339.186523 Iteration 0F: 2 clusters Score -1804325 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -1795044.875000 Penalty: 4678.373047 Iteration 0F: 3 clusters Score -1795045 nChanged 5390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -1798388.375000 Penalty: 4678.373047 Iteration 1F: 3 clusters Score -1798388 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 6151 members Entering Unmasked Estep Score: -1799160.125000 Penalty: 4678.373047 Iteration 2F: 3 clusters Score -1799160 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6252 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -1799827.625000 Penalty: 4678.373047 Iteration 3F: 3 clusters Score -1799828 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -1800431.875000 Penalty: 4678.373047 Iteration 4F: 3 clusters Score -1800432 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 6590 members Entering Unmasked Estep Score: -1800919.375000 Penalty: 4678.373047 Iteration 5F: 3 clusters Score -1800919 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 6818 members Entering Unmasked Estep Score: -1801273.250000 Penalty: 4678.373047 Iteration 6Q: 3 clusters Score -1801273 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 7064 members Entering Unmasked Estep Score: -1801586.250000 Penalty: 4678.373047 Iteration 7Q: 3 clusters Score -1801586 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 7323 members Entering Unmasked Estep Score: -1801867.625000 Penalty: 4678.373047 Iteration 8Q: 3 clusters Score -1801868 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 7558 members Entering Unmasked Estep Score: -1802094.375000 Penalty: 4678.373047 Iteration 9Q: 3 clusters Score -1802094 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 7750 members Entering Unmasked Estep Score: -1802258.750000 Penalty: 4678.373047 Iteration 10Q: 3 clusters Score -1802259 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 7916 members Entering Unmasked Estep Score: -1802365.000000 Penalty: 4678.373047 Iteration 11Q: 3 clusters Score -1802365 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 8062 members Entering Unmasked Estep Score: -1802440.500000 Penalty: 4678.373047 Iteration 12Q: 3 clusters Score -1802440 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -1802503.500000 Penalty: 4678.373047 Iteration 13Q: 3 clusters Score -1802504 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 8276 members Entering Unmasked Estep Score: -1802554.000000 Penalty: 4678.373047 Iteration 14Q: 3 clusters Score -1802554 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -1802602.625000 Penalty: 4678.373047 Iteration 15Q: 3 clusters Score -1802603 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 8454 members Entering Unmasked Estep Score: -1802655.750000 Penalty: 4678.373047 Iteration 16Q: 3 clusters Score -1802656 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 8530 members Entering Unmasked Estep Score: -1802697.625000 Penalty: 4678.373047 Iteration 17Q: 3 clusters Score -1802698 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 8584 members Entering Unmasked Estep Score: -1802735.250000 Penalty: 4678.373047 Iteration 18Q: 3 clusters Score -1802735 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 8645 members Entering Unmasked Estep Score: -1802775.625000 Penalty: 4678.373047 Iteration 19Q: 3 clusters Score -1802776 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 8712 members Entering Unmasked Estep Score: -1802808.500000 Penalty: 4678.373047 Iteration 20F: 3 clusters Score -1802808 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 8774 members Entering Unmasked Estep Score: -1802845.250000 Penalty: 4678.373047 Iteration 21Q: 3 clusters Score -1802845 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 8810 members Entering Unmasked Estep Score: -1802877.625000 Penalty: 4678.373047 Iteration 22Q: 3 clusters Score -1802878 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 8851 members Entering Unmasked Estep Score: -1802910.375000 Penalty: 4678.373047 Iteration 23Q: 3 clusters Score -1802910 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 8902 members Entering Unmasked Estep Score: -1802944.750000 Penalty: 4678.373047 Iteration 24Q: 3 clusters Score -1802945 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -1802971.375000 Penalty: 4678.373047 Iteration 25Q: 3 clusters Score -1802971 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 9011 members Entering Unmasked Estep Score: -1803009.375000 Penalty: 4678.373047 Iteration 26Q: 3 clusters Score -1803009 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -1803052.125000 Penalty: 4678.373047 Iteration 27Q: 3 clusters Score -1803052 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 9137 members Entering Unmasked Estep Score: -1803081.875000 Penalty: 4678.373047 Iteration 28Q: 3 clusters Score -1803082 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 9187 members Entering Unmasked Estep Score: -1803103.750000 Penalty: 4678.373047 Iteration 29Q: 3 clusters Score -1803104 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 9229 members Entering Unmasked Estep Score: -1803126.250000 Penalty: 4678.373047 Iteration 30Q: 3 clusters Score -1803126 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 9272 members Entering Unmasked Estep Score: -1803147.000000 Penalty: 4678.373047 Iteration 31Q: 3 clusters Score -1803147 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 9320 members Entering Unmasked Estep Score: -1803175.375000 Penalty: 4678.373047 Iteration 32Q: 3 clusters Score -1803175 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 9372 members Entering Unmasked Estep Score: -1803208.625000 Penalty: 4678.373047 Iteration 33Q: 3 clusters Score -1803209 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 9413 members Entering Unmasked Estep Score: -1803231.500000 Penalty: 4678.373047 Iteration 34Q: 3 clusters Score -1803232 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 9450 members Entering Unmasked Estep Score: -1803254.750000 Penalty: 4678.373047 Iteration 35Q: 3 clusters Score -1803255 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 9483 members Entering Unmasked Estep Score: -1803274.875000 Penalty: 4678.373047 Iteration 36Q: 3 clusters Score -1803275 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 9515 members Entering Unmasked Estep Score: -1803291.875000 Penalty: 4678.373047 Iteration 37Q: 3 clusters Score -1803292 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 9553 members Entering Unmasked Estep Score: -1803305.625000 Penalty: 4678.373047 Iteration 38Q: 3 clusters Score -1803306 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 9573 members Entering Unmasked Estep Score: -1803317.625000 Penalty: 4678.373047 Iteration 39Q: 3 clusters Score -1803318 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 9595 members Entering Unmasked Estep Score: -1803332.250000 Penalty: 4678.373047 Iteration 40F: 3 clusters Score -1803332 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 9615 members Entering Unmasked Estep Score: -1803334.250000 Penalty: 4678.373047 Iteration 41Q: 3 clusters Score -1803334 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 9633 members Entering Unmasked Estep Score: -1803340.250000 Penalty: 4678.373047 Iteration 42Q: 3 clusters Score -1803340 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 9649 members Entering Unmasked Estep Score: -1803346.750000 Penalty: 4678.373047 Iteration 43Q: 3 clusters Score -1803347 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 9666 members Entering Unmasked Estep Score: -1803356.875000 Penalty: 4678.373047 Iteration 44Q: 3 clusters Score -1803357 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 9686 members Entering Unmasked Estep Score: -1803355.125000 Penalty: 4678.373047 Iteration 45Q: 3 clusters Score -1803355 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 9699 members Entering Unmasked Estep Score: -1803361.875000 Penalty: 4678.373047 Iteration 46Q: 3 clusters Score -1803362 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 9705 members Entering Unmasked Estep Score: -1803362.250000 Penalty: 4678.373047 Iteration 47Q: 3 clusters Score -1803362 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 9715 members Entering Unmasked Estep Score: -1803369.125000 Penalty: 4678.373047 Iteration 48Q: 3 clusters Score -1803369 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 9725 members Entering Unmasked Estep Score: -1803371.875000 Penalty: 4678.373047 Iteration 49Q: 3 clusters Score -1803372 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 9736 members Entering Unmasked Estep Score: -1803379.750000 Penalty: 4678.373047 Iteration 50Q: 3 clusters Score -1803380 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 9754 members Entering Unmasked Estep Score: -1803381.625000 Penalty: 4678.373047 Iteration 51Q: 3 clusters Score -1803382 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 9776 members Entering Unmasked Estep Score: -1803394.375000 Penalty: 4678.373047 Iteration 52Q: 3 clusters Score -1803394 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 9800 members Entering Unmasked Estep Score: -1803405.500000 Penalty: 4678.373047 Iteration 53Q: 3 clusters Score -1803406 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 9834 members Entering Unmasked Estep Score: -1803417.500000 Penalty: 4678.373047 Iteration 54Q: 3 clusters Score -1803418 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 9849 members Entering Unmasked Estep Score: -1803428.625000 Penalty: 4678.373047 Iteration 55Q: 3 clusters Score -1803429 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 9874 members Entering Unmasked Estep Score: -1803449.750000 Penalty: 4678.373047 Iteration 56Q: 3 clusters Score -1803450 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 9897 members Entering Unmasked Estep Score: -1803452.875000 Penalty: 4678.373047 Iteration 57Q: 3 clusters Score -1803453 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 9931 members Entering Unmasked Estep Score: -1803457.125000 Penalty: 4678.373047 Iteration 58Q: 3 clusters Score -1803457 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 9955 members Entering Unmasked Estep Score: -1803472.625000 Penalty: 4678.373047 Iteration 59Q: 3 clusters Score -1803473 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -1803483.250000 Penalty: 4678.373047 Iteration 60F: 3 clusters Score -1803483 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 9979 members Entering Unmasked Estep Score: -1803487.875000 Penalty: 4678.373047 Iteration 61Q: 3 clusters Score -1803488 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 9993 members Entering Unmasked Estep Score: -1803498.500000 Penalty: 4678.373047 Iteration 62Q: 3 clusters Score -1803498 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 10015 members Entering Unmasked Estep Score: -1803512.625000 Penalty: 4678.373047 Iteration 63Q: 3 clusters Score -1803513 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 10028 members Entering Unmasked Estep Score: -1803518.000000 Penalty: 4678.373047 Iteration 64Q: 3 clusters Score -1803518 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 10039 members Entering Unmasked Estep Score: -1803522.750000 Penalty: 4678.373047 Iteration 65Q: 3 clusters Score -1803523 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 10042 members Entering Unmasked Estep Score: -1803532.000000 Penalty: 4678.373047 Iteration 66Q: 3 clusters Score -1803532 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 10048 members Entering Unmasked Estep Score: -1803533.875000 Penalty: 4678.373047 Iteration 67Q: 3 clusters Score -1803534 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 10051 members Entering Unmasked Estep Score: -1803538.000000 Penalty: 4678.373047 Iteration 68Q: 3 clusters Score -1803538 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 10054 members Entering Unmasked Estep Score: -1803542.750000 Penalty: 4678.373047 Iteration 69Q: 3 clusters Score -1803543 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 10062 members Entering Unmasked Estep Score: -1803541.875000 Penalty: 4678.373047 Iteration 70Q: 3 clusters Score -1803542 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 10068 members Entering Unmasked Estep Score: -1803541.750000 Penalty: 4678.373047 Iteration 71Q: 3 clusters Score -1803542 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 10072 members Entering Unmasked Estep Score: -1803545.000000 Penalty: 4678.373047 Iteration 72Q: 3 clusters Score -1803545 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 10074 members Entering Unmasked Estep Score: -1803547.000000 Penalty: 4678.373047 Iteration 73Q: 3 clusters Score -1803547 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 10074 members Entering Unmasked Estep Score: -1803549.375000 Penalty: 4678.373047 Iteration 74Q: 3 clusters Score -1803549 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 10074 members Entering Unmasked Estep Score: -1803550.125000 Penalty: 4678.373047 Iteration 75Q: 3 clusters Score -1803550 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 10069 members Entering Unmasked Estep Score: -1803552.875000 Penalty: 4678.373047 Iteration 76Q: 3 clusters Score -1803553 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 10068 members Entering Unmasked Estep Score: -1803548.500000 Penalty: 4678.373047 Iteration 77Q: 3 clusters Score -1803548 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 10067 members Entering Unmasked Estep Score: -1803547.250000 Penalty: 4678.373047 Iteration 78Q: 3 clusters Score -1803547 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 10067 members Entering Unmasked Estep Score: -1803547.250000 Penalty: 4678.373047 Iteration 79F: 3 clusters Score -1803547 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Entering Unmasked Estep Score: -719419.562500 Penalty: 2121.561035 Iteration 0F: 2 clusters Score -719419.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -714837.750000 Penalty: 4243.122070 Iteration 0F: 3 clusters Score -714837.8 nChanged 2000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -716046.812500 Penalty: 4243.122070 Iteration 1F: 3 clusters Score -716046.8 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -716413.062500 Penalty: 4243.122070 Iteration 2F: 3 clusters Score -716413.1 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -716790.187500 Penalty: 4243.122070 Iteration 3F: 3 clusters Score -716790.2 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -717122.875000 Penalty: 4243.122070 Iteration 4F: 3 clusters Score -717122.9 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -717453.875000 Penalty: 4243.122070 Iteration 5F: 3 clusters Score -717453.9 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -717705.312500 Penalty: 4243.122070 Iteration 6F: 3 clusters Score -717705.3 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -717898.687500 Penalty: 4243.122070 Iteration 7Q: 3 clusters Score -717898.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -718032.875000 Penalty: 4243.122070 Iteration 8Q: 3 clusters Score -718032.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -718118.812500 Penalty: 4243.122070 Iteration 9Q: 3 clusters Score -718118.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -718185.500000 Penalty: 4243.122070 Iteration 10Q: 3 clusters Score -718185.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -718227.187500 Penalty: 4243.122070 Iteration 11Q: 3 clusters Score -718227.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -718261.250000 Penalty: 4243.122070 Iteration 12Q: 3 clusters Score -718261.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -718285.125000 Penalty: 4243.122070 Iteration 13Q: 3 clusters Score -718285.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -718311.562500 Penalty: 4243.122070 Iteration 14Q: 3 clusters Score -718311.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -718335.125000 Penalty: 4243.122070 Iteration 15Q: 3 clusters Score -718335.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -718362.312500 Penalty: 4243.122070 Iteration 16Q: 3 clusters Score -718362.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -718381.437500 Penalty: 4243.122070 Iteration 17Q: 3 clusters Score -718381.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -718395.187500 Penalty: 4243.122070 Iteration 18Q: 3 clusters Score -718395.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -718400.500000 Penalty: 4243.122070 Iteration 19Q: 3 clusters Score -718400.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -718408.937500 Penalty: 4243.122070 Iteration 20F: 3 clusters Score -718408.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -718416.937500 Penalty: 4243.122070 Iteration 21Q: 3 clusters Score -718416.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -718424.250000 Penalty: 4243.122070 Iteration 22Q: 3 clusters Score -718424.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -718429.250000 Penalty: 4243.122070 Iteration 23Q: 3 clusters Score -718429.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -718436.875000 Penalty: 4243.122070 Iteration 24Q: 3 clusters Score -718436.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -718437.812500 Penalty: 4243.122070 Iteration 25Q: 3 clusters Score -718437.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -718440.875000 Penalty: 4243.122070 Iteration 26Q: 3 clusters Score -718440.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -718444.437500 Penalty: 4243.122070 Iteration 27Q: 3 clusters Score -718444.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -718445.750000 Penalty: 4243.122070 Iteration 28Q: 3 clusters Score -718445.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -718446.437500 Penalty: 4243.122070 Iteration 29Q: 3 clusters Score -718446.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -718445.750000 Penalty: 4243.122070 Iteration 30Q: 3 clusters Score -718445.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -718445.750000 Penalty: 4243.122070 Iteration 31Q: 3 clusters Score -718445.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -718446.250000 Penalty: 4243.122070 Iteration 32Q: 3 clusters Score -718446.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -718448.312500 Penalty: 4243.122070 Iteration 33Q: 3 clusters Score -718448.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -718450.187500 Penalty: 4243.122070 Iteration 34Q: 3 clusters Score -718450.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -718450.500000 Penalty: 4243.122070 Iteration 35Q: 3 clusters Score -718450.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -718450.500000 Penalty: 4243.122070 Iteration 36F: 3 clusters Score -718450.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Entering Unmasked Estep Score: -78967.226562 Penalty: 1558.927490 Iteration 0F: 2 clusters Score -78967.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -77411.437500 Penalty: 3117.854980 Iteration 0F: 3 clusters Score -77411.44 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -77615.703125 Penalty: 3117.854980 Iteration 1F: 3 clusters Score -77615.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -77688.382812 Penalty: 3117.854980 Iteration 2F: 3 clusters Score -77688.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -77716.773438 Penalty: 3117.854980 Iteration 3Q: 3 clusters Score -77716.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -77727.742188 Penalty: 3117.854980 Iteration 4Q: 3 clusters Score -77727.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -77727.742188 Penalty: 3117.854980 Iteration 5F: 3 clusters Score -77727.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Entering Unmasked Estep Score: -142549.953125 Penalty: 1710.881226 Iteration 0F: 2 clusters Score -142550 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -140610.140625 Penalty: 3421.762451 Iteration 0F: 3 clusters Score -140610.1 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -140975.078125 Penalty: 3421.762451 Iteration 1F: 3 clusters Score -140975.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -141109.375000 Penalty: 3421.762451 Iteration 2F: 3 clusters Score -141109.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -141166.515625 Penalty: 3421.762451 Iteration 3Q: 3 clusters Score -141166.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -141210.843750 Penalty: 3421.762451 Iteration 4Q: 3 clusters Score -141210.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -141244.140625 Penalty: 3421.762451 Iteration 5Q: 3 clusters Score -141244.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -141273.546875 Penalty: 3421.762451 Iteration 6Q: 3 clusters Score -141273.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -141292.718750 Penalty: 3421.762451 Iteration 7Q: 3 clusters Score -141292.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -141304.750000 Penalty: 3421.762451 Iteration 8Q: 3 clusters Score -141304.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -141334.359375 Penalty: 3421.762451 Iteration 9Q: 3 clusters Score -141334.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -141356.406250 Penalty: 3421.762451 Iteration 10Q: 3 clusters Score -141356.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -141396.390625 Penalty: 3421.762451 Iteration 11Q: 3 clusters Score -141396.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -141429.546875 Penalty: 3421.762451 Iteration 12Q: 3 clusters Score -141429.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -141462.734375 Penalty: 3421.762451 Iteration 13Q: 3 clusters Score -141462.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -141498.328125 Penalty: 3421.762451 Iteration 14Q: 3 clusters Score -141498.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -141550.578125 Penalty: 3421.762451 Iteration 15Q: 3 clusters Score -141550.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -141595.562500 Penalty: 3421.762451 Iteration 16Q: 3 clusters Score -141595.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -141646.062500 Penalty: 3421.762451 Iteration 17Q: 3 clusters Score -141646.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -141692.156250 Penalty: 3421.762451 Iteration 18Q: 3 clusters Score -141692.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -141757.015625 Penalty: 3421.762451 Iteration 19Q: 3 clusters Score -141757 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -141903.078125 Penalty: 3421.762451 Iteration 20F: 3 clusters Score -141903.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -142061.218750 Penalty: 3421.762451 Iteration 21Q: 3 clusters Score -142061.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -142161.578125 Penalty: 3421.762451 Iteration 22Q: 3 clusters Score -142161.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -142237.171875 Penalty: 3421.762451 Iteration 23Q: 3 clusters Score -142237.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -142365.437500 Penalty: 3421.762451 Iteration 24Q: 3 clusters Score -142365.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -142503.109375 Penalty: 3421.762451 Iteration 25Q: 3 clusters Score -142503.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -142920.625000 Penalty: 3421.762451 Iteration 26Q: 3 clusters Score -142920.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -143242.375000 Penalty: 3421.762451 Iteration 27Q: 3 clusters Score -143242.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -143259.156250 Penalty: 3421.762451 Iteration 28Q: 3 clusters Score -143259.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -143285.031250 Penalty: 3421.762451 Iteration 29Q: 3 clusters Score -143285 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -143298.296875 Penalty: 3421.762451 Iteration 30Q: 3 clusters Score -143298.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -143318.015625 Penalty: 3421.762451 Iteration 31Q: 3 clusters Score -143318 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -143328.890625 Penalty: 3421.762451 Iteration 32Q: 3 clusters Score -143328.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -143330.703125 Penalty: 3421.762451 Iteration 33Q: 3 clusters Score -143330.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -143338.062500 Penalty: 3421.762451 Iteration 34Q: 3 clusters Score -143338.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -143345.375000 Penalty: 3421.762451 Iteration 35Q: 3 clusters Score -143345.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -143346.953125 Penalty: 3421.762451 Iteration 36Q: 3 clusters Score -143347 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -143373.421875 Penalty: 3421.762451 Iteration 37F: 3 clusters Score -143373.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -143460.328125 Penalty: 3421.762451 Iteration 38Q: 3 clusters Score -143460.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -143531.968750 Penalty: 3421.762451 Iteration 39Q: 3 clusters Score -143532 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -143560.078125 Penalty: 3421.762451 Iteration 40F: 3 clusters Score -143560.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -143560.703125 Penalty: 3421.762451 Iteration 41Q: 3 clusters Score -143560.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -143560.703125 Penalty: 3421.762451 Iteration 42F: 3 clusters Score -143560.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83620 members Mstep: Class 2 contains 51173 members Mstep: Class 3 contains 10972 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27726 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23378 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12044 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7808 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105302 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8699 members Mstep: Class 20 contains 3060 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4661 members Mstep: Class 24 contains 12484 members Mstep: Class 25 contains 5191 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 521 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19440 members Mstep: Class 31 contains 9447 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16010 members Mstep: Class 34 contains 470 members Entering Unmasked Estep Score: -65625268.000000 Penalty: 109646.468750 Splitting cluster 27 changes total score from -65625860.000000 to -65625268.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 28 (3606 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Entering Unmasked Estep Score: -517708.343750 Penalty: 2031.207886 Iteration 0F: 2 clusters Score -517708.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -514027.750000 Penalty: 4062.415771 Iteration 0F: 3 clusters Score -514027.8 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -514841.750000 Penalty: 4062.415771 Iteration 1F: 3 clusters Score -514841.8 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -515070.656250 Penalty: 4062.415771 Iteration 2F: 3 clusters Score -515070.7 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -515234.968750 Penalty: 4062.415771 Iteration 3F: 3 clusters Score -515235 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -515353.281250 Penalty: 4062.415771 Iteration 4Q: 3 clusters Score -515353.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -515456.875000 Penalty: 4062.415771 Iteration 5Q: 3 clusters Score -515456.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -515531.468750 Penalty: 4062.415771 Iteration 6Q: 3 clusters Score -515531.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -515595.093750 Penalty: 4062.415771 Iteration 7Q: 3 clusters Score -515595.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -515655.187500 Penalty: 4062.415771 Iteration 8Q: 3 clusters Score -515655.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -515705.718750 Penalty: 4062.415771 Iteration 9Q: 3 clusters Score -515705.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -515746.625000 Penalty: 4062.415771 Iteration 10Q: 3 clusters Score -515746.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -515791.125000 Penalty: 4062.415771 Iteration 11Q: 3 clusters Score -515791.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -515834.968750 Penalty: 4062.415771 Iteration 12Q: 3 clusters Score -515835 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -515875.156250 Penalty: 4062.415771 Iteration 13Q: 3 clusters Score -515875.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -515911.593750 Penalty: 4062.415771 Iteration 14Q: 3 clusters Score -515911.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -515946.500000 Penalty: 4062.415771 Iteration 15Q: 3 clusters Score -515946.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -515987.812500 Penalty: 4062.415771 Iteration 16Q: 3 clusters Score -515987.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -516027.468750 Penalty: 4062.415771 Iteration 17Q: 3 clusters Score -516027.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -516062.562500 Penalty: 4062.415771 Iteration 18Q: 3 clusters Score -516062.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -516087.093750 Penalty: 4062.415771 Iteration 19Q: 3 clusters Score -516087.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -516114.718750 Penalty: 4062.415771 Iteration 20F: 3 clusters Score -516114.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -516136.312500 Penalty: 4062.415771 Iteration 21Q: 3 clusters Score -516136.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -516154.593750 Penalty: 4062.415771 Iteration 22Q: 3 clusters Score -516154.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -516168.250000 Penalty: 4062.415771 Iteration 23Q: 3 clusters Score -516168.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -516186.156250 Penalty: 4062.415771 Iteration 24Q: 3 clusters Score -516186.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -516202.437500 Penalty: 4062.415771 Iteration 25Q: 3 clusters Score -516202.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -516217.281250 Penalty: 4062.415771 Iteration 26Q: 3 clusters Score -516217.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -516225.000000 Penalty: 4062.415771 Iteration 27Q: 3 clusters Score -516225 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -516233.531250 Penalty: 4062.415771 Iteration 28Q: 3 clusters Score -516233.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -516240.156250 Penalty: 4062.415771 Iteration 29Q: 3 clusters Score -516240.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -516246.406250 Penalty: 4062.415771 Iteration 30Q: 3 clusters Score -516246.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -516251.531250 Penalty: 4062.415771 Iteration 31Q: 3 clusters Score -516251.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -516258.906250 Penalty: 4062.415771 Iteration 32Q: 3 clusters Score -516258.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -516270.406250 Penalty: 4062.415771 Iteration 33Q: 3 clusters Score -516270.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -516279.718750 Penalty: 4062.415771 Iteration 34Q: 3 clusters Score -516279.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -516288.375000 Penalty: 4062.415771 Iteration 35Q: 3 clusters Score -516288.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -516294.093750 Penalty: 4062.415771 Iteration 36Q: 3 clusters Score -516294.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -516297.250000 Penalty: 4062.415771 Iteration 37Q: 3 clusters Score -516297.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -516301.656250 Penalty: 4062.415771 Iteration 38Q: 3 clusters Score -516301.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -516304.906250 Penalty: 4062.415771 Iteration 39Q: 3 clusters Score -516304.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -516310.250000 Penalty: 4062.415771 Iteration 40F: 3 clusters Score -516310.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -516311.687500 Penalty: 4062.415771 Iteration 41Q: 3 clusters Score -516311.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -516313.062500 Penalty: 4062.415771 Iteration 42Q: 3 clusters Score -516313.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -516316.625000 Penalty: 4062.415771 Iteration 43Q: 3 clusters Score -516316.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -516319.406250 Penalty: 4062.415771 Iteration 44Q: 3 clusters Score -516319.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -516319.906250 Penalty: 4062.415771 Iteration 45Q: 3 clusters Score -516319.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -516319.906250 Penalty: 4062.415771 Iteration 46F: 3 clusters Score -516319.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (6275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Entering Unmasked Estep Score: -959563.062500 Penalty: 2168.593506 Iteration 0F: 2 clusters Score -959563.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -954226.125000 Penalty: 4337.187012 Iteration 0F: 3 clusters Score -954226.1 nChanged 2520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -955626.437500 Penalty: 4337.187012 Iteration 1F: 3 clusters Score -955626.4 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -955873.312500 Penalty: 4337.187012 Iteration 2F: 3 clusters Score -955873.3 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -956045.500000 Penalty: 4337.187012 Iteration 3F: 3 clusters Score -956045.5 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -956199.312500 Penalty: 4337.187012 Iteration 4Q: 3 clusters Score -956199.3 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -956331.000000 Penalty: 4337.187012 Iteration 5Q: 3 clusters Score -956331 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -956441.437500 Penalty: 4337.187012 Iteration 6Q: 3 clusters Score -956441.4 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -956571.250000 Penalty: 4337.187012 Iteration 7Q: 3 clusters Score -956571.2 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -956700.750000 Penalty: 4337.187012 Iteration 8Q: 3 clusters Score -956700.8 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -956832.937500 Penalty: 4337.187012 Iteration 9Q: 3 clusters Score -956832.9 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -956982.062500 Penalty: 4337.187012 Iteration 10Q: 3 clusters Score -956982.1 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -957136.312500 Penalty: 4337.187012 Iteration 11Q: 3 clusters Score -957136.3 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -957261.250000 Penalty: 4337.187012 Iteration 12Q: 3 clusters Score -957261.2 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -957371.312500 Penalty: 4337.187012 Iteration 13Q: 3 clusters Score -957371.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -957450.375000 Penalty: 4337.187012 Iteration 14Q: 3 clusters Score -957450.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -957506.625000 Penalty: 4337.187012 Iteration 15Q: 3 clusters Score -957506.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -957541.625000 Penalty: 4337.187012 Iteration 16Q: 3 clusters Score -957541.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -957563.437500 Penalty: 4337.187012 Iteration 17Q: 3 clusters Score -957563.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -957578.812500 Penalty: 4337.187012 Iteration 18Q: 3 clusters Score -957578.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -957588.375000 Penalty: 4337.187012 Iteration 19Q: 3 clusters Score -957588.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -957595.062500 Penalty: 4337.187012 Iteration 20F: 3 clusters Score -957595.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -957598.000000 Penalty: 4337.187012 Iteration 21Q: 3 clusters Score -957598 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -957604.687500 Penalty: 4337.187012 Iteration 22Q: 3 clusters Score -957604.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -957607.187500 Penalty: 4337.187012 Iteration 23Q: 3 clusters Score -957607.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -957609.562500 Penalty: 4337.187012 Iteration 24Q: 3 clusters Score -957609.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -957609.062500 Penalty: 4337.187012 Iteration 25Q: 3 clusters Score -957609.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -957611.187500 Penalty: 4337.187012 Iteration 26Q: 3 clusters Score -957611.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -957615.312500 Penalty: 4337.187012 Iteration 27Q: 3 clusters Score -957615.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -957616.062500 Penalty: 4337.187012 Iteration 28Q: 3 clusters Score -957616.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -957619.250000 Penalty: 4337.187012 Iteration 29Q: 3 clusters Score -957619.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -957619.562500 Penalty: 4337.187012 Iteration 30Q: 3 clusters Score -957619.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -957620.437500 Penalty: 4337.187012 Iteration 31Q: 3 clusters Score -957620.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -957620.500000 Penalty: 4337.187012 Iteration 32Q: 3 clusters Score -957620.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -957620.312500 Penalty: 4337.187012 Iteration 33Q: 3 clusters Score -957620.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -957620.312500 Penalty: 4337.187012 Iteration 34F: 3 clusters Score -957620.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (19440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19440 members Entering Unmasked Estep Score: -3024418.000000 Penalty: 2449.021729 Iteration 0F: 2 clusters Score -3024418 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9780 members Mstep: Class 2 contains 9660 members Entering Unmasked Estep Score: -3010856.000000 Penalty: 4898.043457 Iteration 0F: 3 clusters Score -3010856 nChanged 8434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10238 members Mstep: Class 2 contains 9202 members Entering Unmasked Estep Score: -3015470.750000 Penalty: 4898.043457 Iteration 1F: 3 clusters Score -3015471 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10598 members Mstep: Class 2 contains 8842 members Entering Unmasked Estep Score: -3016025.500000 Penalty: 4898.043457 Iteration 2F: 3 clusters Score -3016026 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11088 members Mstep: Class 2 contains 8352 members Entering Unmasked Estep Score: -3016586.000000 Penalty: 4898.043457 Iteration 3F: 3 clusters Score -3016586 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11742 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -3017195.250000 Penalty: 4898.043457 Iteration 4F: 3 clusters Score -3017195 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12412 members Mstep: Class 2 contains 7028 members Entering Unmasked Estep Score: -3017805.750000 Penalty: 4898.043457 Iteration 5F: 3 clusters Score -3017806 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13133 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -3018419.500000 Penalty: 4898.043457 Iteration 6F: 3 clusters Score -3018420 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13897 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -3019042.250000 Penalty: 4898.043457 Iteration 7F: 3 clusters Score -3019042 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14618 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -3019597.750000 Penalty: 4898.043457 Iteration 8Q: 3 clusters Score -3019598 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15264 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -3020067.000000 Penalty: 4898.043457 Iteration 9Q: 3 clusters Score -3020067 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15849 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -3020485.000000 Penalty: 4898.043457 Iteration 10Q: 3 clusters Score -3020485 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16322 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -3020814.750000 Penalty: 4898.043457 Iteration 11Q: 3 clusters Score -3020815 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16693 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -3021081.750000 Penalty: 4898.043457 Iteration 12Q: 3 clusters Score -3021082 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17018 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -3021305.750000 Penalty: 4898.043457 Iteration 13Q: 3 clusters Score -3021306 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17278 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -3021493.500000 Penalty: 4898.043457 Iteration 14Q: 3 clusters Score -3021494 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17481 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -3021633.500000 Penalty: 4898.043457 Iteration 15Q: 3 clusters Score -3021634 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17648 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -3021736.500000 Penalty: 4898.043457 Iteration 16Q: 3 clusters Score -3021736 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17791 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -3021842.250000 Penalty: 4898.043457 Iteration 17Q: 3 clusters Score -3021842 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17910 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -3021933.750000 Penalty: 4898.043457 Iteration 18Q: 3 clusters Score -3021934 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18002 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -3021982.000000 Penalty: 4898.043457 Iteration 19Q: 3 clusters Score -3021982 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18075 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -3022024.000000 Penalty: 4898.043457 Iteration 20F: 3 clusters Score -3022024 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18145 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -3022060.250000 Penalty: 4898.043457 Iteration 21Q: 3 clusters Score -3022060 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18199 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -3022092.250000 Penalty: 4898.043457 Iteration 22Q: 3 clusters Score -3022092 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18255 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -3022118.750000 Penalty: 4898.043457 Iteration 23Q: 3 clusters Score -3022119 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18299 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -3022148.000000 Penalty: 4898.043457 Iteration 24Q: 3 clusters Score -3022148 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18336 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -3022167.250000 Penalty: 4898.043457 Iteration 25Q: 3 clusters Score -3022167 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18369 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -3022179.500000 Penalty: 4898.043457 Iteration 26Q: 3 clusters Score -3022180 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18395 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -3022184.750000 Penalty: 4898.043457 Iteration 27Q: 3 clusters Score -3022185 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18416 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -3022198.250000 Penalty: 4898.043457 Iteration 28Q: 3 clusters Score -3022198 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18430 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -3022196.500000 Penalty: 4898.043457 Iteration 29Q: 3 clusters Score -3022196 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18447 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -3022205.000000 Penalty: 4898.043457 Iteration 30Q: 3 clusters Score -3022205 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18461 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -3022209.250000 Penalty: 4898.043457 Iteration 31Q: 3 clusters Score -3022209 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18472 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -3022217.000000 Penalty: 4898.043457 Iteration 32Q: 3 clusters Score -3022217 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18489 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -3022220.000000 Penalty: 4898.043457 Iteration 33Q: 3 clusters Score -3022220 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18501 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -3022231.000000 Penalty: 4898.043457 Iteration 34Q: 3 clusters Score -3022231 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18516 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -3022246.000000 Penalty: 4898.043457 Iteration 35Q: 3 clusters Score -3022246 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18524 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -3022247.500000 Penalty: 4898.043457 Iteration 36Q: 3 clusters Score -3022248 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18535 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -3022249.750000 Penalty: 4898.043457 Iteration 37Q: 3 clusters Score -3022250 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18543 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -3022248.750000 Penalty: 4898.043457 Iteration 38Q: 3 clusters Score -3022249 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18547 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -3022247.500000 Penalty: 4898.043457 Iteration 39Q: 3 clusters Score -3022248 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18551 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -3022254.250000 Penalty: 4898.043457 Iteration 40F: 3 clusters Score -3022254 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18555 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -3022254.750000 Penalty: 4898.043457 Iteration 41Q: 3 clusters Score -3022255 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18559 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -3022258.500000 Penalty: 4898.043457 Iteration 42Q: 3 clusters Score -3022258 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18562 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -3022260.750000 Penalty: 4898.043457 Iteration 43Q: 3 clusters Score -3022261 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18568 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -3022264.000000 Penalty: 4898.043457 Iteration 44Q: 3 clusters Score -3022264 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18571 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -3022260.750000 Penalty: 4898.043457 Iteration 45Q: 3 clusters Score -3022261 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18573 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -3022256.750000 Penalty: 4898.043457 Iteration 46Q: 3 clusters Score -3022257 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18576 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -3022263.000000 Penalty: 4898.043457 Iteration 47Q: 3 clusters Score -3022263 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18577 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -3022265.500000 Penalty: 4898.043457 Iteration 48Q: 3 clusters Score -3022266 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18578 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -3022265.000000 Penalty: 4898.043457 Iteration 49Q: 3 clusters Score -3022265 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18579 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -3022264.250000 Penalty: 4898.043457 Iteration 50Q: 3 clusters Score -3022264 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18579 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -3022264.250000 Penalty: 4898.043457 Iteration 51F: 3 clusters Score -3022264 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (9447 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9447 members Entering Unmasked Estep Score: -1474375.625000 Penalty: 2270.056396 Iteration 0F: 2 clusters Score -1474376 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -1467029.000000 Penalty: 4540.112793 Iteration 0F: 3 clusters Score -1467029 nChanged 3917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -1469038.250000 Penalty: 4540.112793 Iteration 1F: 3 clusters Score -1469038 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -1469299.375000 Penalty: 4540.112793 Iteration 2F: 3 clusters Score -1469299 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -1469469.875000 Penalty: 4540.112793 Iteration 3Q: 3 clusters Score -1469470 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -1469605.625000 Penalty: 4540.112793 Iteration 4Q: 3 clusters Score -1469606 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -1469716.375000 Penalty: 4540.112793 Iteration 5Q: 3 clusters Score -1469716 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1469798.625000 Penalty: 4540.112793 Iteration 6Q: 3 clusters Score -1469799 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -1469867.875000 Penalty: 4540.112793 Iteration 7Q: 3 clusters Score -1469868 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -1469930.750000 Penalty: 4540.112793 Iteration 8Q: 3 clusters Score -1469931 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -1469996.625000 Penalty: 4540.112793 Iteration 9Q: 3 clusters Score -1469997 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -1470053.875000 Penalty: 4540.112793 Iteration 10Q: 3 clusters Score -1470054 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -1470113.500000 Penalty: 4540.112793 Iteration 11Q: 3 clusters Score -1470114 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -1470166.750000 Penalty: 4540.112793 Iteration 12Q: 3 clusters Score -1470167 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -1470223.500000 Penalty: 4540.112793 Iteration 13Q: 3 clusters Score -1470224 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -1470273.000000 Penalty: 4540.112793 Iteration 14Q: 3 clusters Score -1470273 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1470320.500000 Penalty: 4540.112793 Iteration 15Q: 3 clusters Score -1470320 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -1470366.000000 Penalty: 4540.112793 Iteration 16Q: 3 clusters Score -1470366 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -1470414.625000 Penalty: 4540.112793 Iteration 17Q: 3 clusters Score -1470415 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -1470467.000000 Penalty: 4540.112793 Iteration 18Q: 3 clusters Score -1470467 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -1470535.500000 Penalty: 4540.112793 Iteration 19Q: 3 clusters Score -1470536 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6264 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -1470637.125000 Penalty: 4540.112793 Iteration 20F: 3 clusters Score -1470637 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -1470729.375000 Penalty: 4540.112793 Iteration 21Q: 3 clusters Score -1470729 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -1470831.625000 Penalty: 4540.112793 Iteration 22Q: 3 clusters Score -1470832 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6797 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -1470947.125000 Penalty: 4540.112793 Iteration 23Q: 3 clusters Score -1470947 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6987 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -1471076.125000 Penalty: 4540.112793 Iteration 24Q: 3 clusters Score -1471076 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -1471207.750000 Penalty: 4540.112793 Iteration 25Q: 3 clusters Score -1471208 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7365 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -1471332.750000 Penalty: 4540.112793 Iteration 26Q: 3 clusters Score -1471333 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -1471457.750000 Penalty: 4540.112793 Iteration 27Q: 3 clusters Score -1471458 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7676 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -1471583.375000 Penalty: 4540.112793 Iteration 28Q: 3 clusters Score -1471583 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7819 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -1471742.375000 Penalty: 4540.112793 Iteration 29Q: 3 clusters Score -1471742 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -1471944.500000 Penalty: 4540.112793 Iteration 30Q: 3 clusters Score -1471944 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8057 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -1472176.125000 Penalty: 4540.112793 Iteration 31Q: 3 clusters Score -1472176 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8112 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -1472297.625000 Penalty: 4540.112793 Iteration 32Q: 3 clusters Score -1472298 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8143 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -1472356.375000 Penalty: 4540.112793 Iteration 33Q: 3 clusters Score -1472356 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8154 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -1472395.875000 Penalty: 4540.112793 Iteration 34Q: 3 clusters Score -1472396 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8168 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -1472436.250000 Penalty: 4540.112793 Iteration 35Q: 3 clusters Score -1472436 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8173 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -1472461.250000 Penalty: 4540.112793 Iteration 36Q: 3 clusters Score -1472461 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8187 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -1472486.375000 Penalty: 4540.112793 Iteration 37Q: 3 clusters Score -1472486 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8192 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -1472500.625000 Penalty: 4540.112793 Iteration 38Q: 3 clusters Score -1472501 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8197 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -1472512.250000 Penalty: 4540.112793 Iteration 39Q: 3 clusters Score -1472512 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8197 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -1472516.500000 Penalty: 4540.112793 Iteration 40F: 3 clusters Score -1472516 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8196 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -1472521.500000 Penalty: 4540.112793 Iteration 41Q: 3 clusters Score -1472522 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8191 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -1472527.125000 Penalty: 4540.112793 Iteration 42Q: 3 clusters Score -1472527 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8184 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -1472532.000000 Penalty: 4540.112793 Iteration 43Q: 3 clusters Score -1472532 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8185 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -1472535.500000 Penalty: 4540.112793 Iteration 44Q: 3 clusters Score -1472536 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8181 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -1472540.500000 Penalty: 4540.112793 Iteration 45Q: 3 clusters Score -1472540 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8177 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -1472543.875000 Penalty: 4540.112793 Iteration 46Q: 3 clusters Score -1472544 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8178 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -1472547.000000 Penalty: 4540.112793 Iteration 47Q: 3 clusters Score -1472547 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8178 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -1472547.000000 Penalty: 4540.112793 Iteration 48Q: 3 clusters Score -1472547 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8180 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -1472546.875000 Penalty: 4540.112793 Iteration 49Q: 3 clusters Score -1472547 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8178 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -1472548.750000 Penalty: 4540.112793 Iteration 50Q: 3 clusters Score -1472549 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8178 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -1472551.875000 Penalty: 4540.112793 Iteration 51Q: 3 clusters Score -1472552 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8177 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -1472550.625000 Penalty: 4540.112793 Iteration 52Q: 3 clusters Score -1472551 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8173 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -1472554.875000 Penalty: 4540.112793 Iteration 53Q: 3 clusters Score -1472555 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8169 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -1472556.125000 Penalty: 4540.112793 Iteration 54Q: 3 clusters Score -1472556 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8165 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -1472563.125000 Penalty: 4540.112793 Iteration 55Q: 3 clusters Score -1472563 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8158 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -1472562.250000 Penalty: 4540.112793 Iteration 56Q: 3 clusters Score -1472562 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8150 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -1472567.125000 Penalty: 4540.112793 Iteration 57Q: 3 clusters Score -1472567 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8149 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -1472567.625000 Penalty: 4540.112793 Iteration 58Q: 3 clusters Score -1472568 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8143 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -1472567.500000 Penalty: 4540.112793 Iteration 59Q: 3 clusters Score -1472568 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8135 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -1472572.500000 Penalty: 4540.112793 Iteration 60F: 3 clusters Score -1472572 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8127 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -1472578.250000 Penalty: 4540.112793 Iteration 61Q: 3 clusters Score -1472578 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8122 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -1472581.000000 Penalty: 4540.112793 Iteration 62Q: 3 clusters Score -1472581 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8117 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -1472583.625000 Penalty: 4540.112793 Iteration 63Q: 3 clusters Score -1472584 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8114 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -1472582.625000 Penalty: 4540.112793 Iteration 64Q: 3 clusters Score -1472583 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8111 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -1472584.250000 Penalty: 4540.112793 Iteration 65Q: 3 clusters Score -1472584 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8109 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -1472583.500000 Penalty: 4540.112793 Iteration 66Q: 3 clusters Score -1472584 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8107 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -1472587.125000 Penalty: 4540.112793 Iteration 67Q: 3 clusters Score -1472587 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8106 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -1472588.375000 Penalty: 4540.112793 Iteration 68Q: 3 clusters Score -1472588 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8104 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -1472587.875000 Penalty: 4540.112793 Iteration 69Q: 3 clusters Score -1472588 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8102 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -1472587.875000 Penalty: 4540.112793 Iteration 70Q: 3 clusters Score -1472588 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8100 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -1472591.625000 Penalty: 4540.112793 Iteration 71Q: 3 clusters Score -1472592 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8098 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -1472591.750000 Penalty: 4540.112793 Iteration 72Q: 3 clusters Score -1472592 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8095 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -1472592.875000 Penalty: 4540.112793 Iteration 73Q: 3 clusters Score -1472593 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -1472592.625000 Penalty: 4540.112793 Iteration 74Q: 3 clusters Score -1472593 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8089 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -1472589.875000 Penalty: 4540.112793 Iteration 75Q: 3 clusters Score -1472590 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8085 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -1472591.125000 Penalty: 4540.112793 Iteration 76Q: 3 clusters Score -1472591 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8082 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -1472592.000000 Penalty: 4540.112793 Iteration 77Q: 3 clusters Score -1472592 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8081 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -1472591.000000 Penalty: 4540.112793 Iteration 78Q: 3 clusters Score -1472591 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8081 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -1472591.000000 Penalty: 4540.112793 Iteration 79F: 3 clusters Score -1472591 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1573 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Entering Unmasked Estep Score: -222410.484375 Penalty: 1825.463501 Iteration 0F: 2 clusters Score -222410.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -220075.390625 Penalty: 3650.927002 Iteration 0F: 3 clusters Score -220075.4 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -220548.421875 Penalty: 3650.927002 Iteration 1F: 3 clusters Score -220548.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -220728.203125 Penalty: 3650.927002 Iteration 2F: 3 clusters Score -220728.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -220881.765625 Penalty: 3650.927002 Iteration 3F: 3 clusters Score -220881.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -221108.000000 Penalty: 3650.927002 Iteration 4F: 3 clusters Score -221108 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -221341.359375 Penalty: 3650.927002 Iteration 5F: 3 clusters Score -221341.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -221480.640625 Penalty: 3650.927002 Iteration 6F: 3 clusters Score -221480.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -221587.984375 Penalty: 3650.927002 Iteration 7Q: 3 clusters Score -221588 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -221697.375000 Penalty: 3650.927002 Iteration 8Q: 3 clusters Score -221697.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -221796.468750 Penalty: 3650.927002 Iteration 9Q: 3 clusters Score -221796.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -221854.609375 Penalty: 3650.927002 Iteration 10Q: 3 clusters Score -221854.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -221909.421875 Penalty: 3650.927002 Iteration 11Q: 3 clusters Score -221909.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -221943.000000 Penalty: 3650.927002 Iteration 12Q: 3 clusters Score -221943 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -221978.578125 Penalty: 3650.927002 Iteration 13Q: 3 clusters Score -221978.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -222002.750000 Penalty: 3650.927002 Iteration 14Q: 3 clusters Score -222002.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -222015.000000 Penalty: 3650.927002 Iteration 15Q: 3 clusters Score -222015 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -222025.312500 Penalty: 3650.927002 Iteration 16Q: 3 clusters Score -222025.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -222033.484375 Penalty: 3650.927002 Iteration 17Q: 3 clusters Score -222033.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -222034.500000 Penalty: 3650.927002 Iteration 18Q: 3 clusters Score -222034.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -222034.500000 Penalty: 3650.927002 Iteration 19F: 3 clusters Score -222034.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (16010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16010 members Entering Unmasked Estep Score: -2358364.750000 Penalty: 2400.880371 Iteration 0F: 2 clusters Score -2358365 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8104 members Mstep: Class 2 contains 7906 members Entering Unmasked Estep Score: -2346976.000000 Penalty: 4801.760742 Iteration 0F: 3 clusters Score -2346976 nChanged 6851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8389 members Mstep: Class 2 contains 7621 members Entering Unmasked Estep Score: -2350787.750000 Penalty: 4801.760742 Iteration 1F: 3 clusters Score -2350788 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8566 members Mstep: Class 2 contains 7444 members Entering Unmasked Estep Score: -2351261.750000 Penalty: 4801.760742 Iteration 2F: 3 clusters Score -2351262 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 7247 members Entering Unmasked Estep Score: -2351651.250000 Penalty: 4801.760742 Iteration 3F: 3 clusters Score -2351651 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9002 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -2352053.750000 Penalty: 4801.760742 Iteration 4Q: 3 clusters Score -2352054 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9285 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -2352427.500000 Penalty: 4801.760742 Iteration 5Q: 3 clusters Score -2352428 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9643 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -2352815.500000 Penalty: 4801.760742 Iteration 6Q: 3 clusters Score -2352816 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10078 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -2353208.500000 Penalty: 4801.760742 Iteration 7Q: 3 clusters Score -2353208 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10574 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -2353538.250000 Penalty: 4801.760742 Iteration 8Q: 3 clusters Score -2353538 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11083 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -2353875.500000 Penalty: 4801.760742 Iteration 9Q: 3 clusters Score -2353876 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11651 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -2354224.000000 Penalty: 4801.760742 Iteration 10Q: 3 clusters Score -2354224 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12231 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -2354562.500000 Penalty: 4801.760742 Iteration 11Q: 3 clusters Score -2354562 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12809 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -2354914.750000 Penalty: 4801.760742 Iteration 12Q: 3 clusters Score -2354915 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13352 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -2355234.000000 Penalty: 4801.760742 Iteration 13Q: 3 clusters Score -2355234 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13818 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -2355504.250000 Penalty: 4801.760742 Iteration 14Q: 3 clusters Score -2355504 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14226 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -2355741.750000 Penalty: 4801.760742 Iteration 15Q: 3 clusters Score -2355742 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14530 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -2355925.000000 Penalty: 4801.760742 Iteration 16Q: 3 clusters Score -2355925 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14767 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -2356077.000000 Penalty: 4801.760742 Iteration 17Q: 3 clusters Score -2356077 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14936 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -2356175.000000 Penalty: 4801.760742 Iteration 18Q: 3 clusters Score -2356175 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15047 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -2356249.750000 Penalty: 4801.760742 Iteration 19Q: 3 clusters Score -2356250 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15136 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -2356305.750000 Penalty: 4801.760742 Iteration 20F: 3 clusters Score -2356306 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15200 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -2356341.500000 Penalty: 4801.760742 Iteration 21Q: 3 clusters Score -2356342 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15243 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -2356374.250000 Penalty: 4801.760742 Iteration 22Q: 3 clusters Score -2356374 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15279 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -2356404.750000 Penalty: 4801.760742 Iteration 23Q: 3 clusters Score -2356405 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15307 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -2356428.750000 Penalty: 4801.760742 Iteration 24Q: 3 clusters Score -2356429 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15327 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -2356439.500000 Penalty: 4801.760742 Iteration 25Q: 3 clusters Score -2356440 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15348 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -2356457.250000 Penalty: 4801.760742 Iteration 26Q: 3 clusters Score -2356457 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15368 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -2356471.750000 Penalty: 4801.760742 Iteration 27Q: 3 clusters Score -2356472 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15375 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -2356483.000000 Penalty: 4801.760742 Iteration 28Q: 3 clusters Score -2356483 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15383 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -2356488.250000 Penalty: 4801.760742 Iteration 29Q: 3 clusters Score -2356488 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15391 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -2356491.250000 Penalty: 4801.760742 Iteration 30Q: 3 clusters Score -2356491 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15394 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -2356493.750000 Penalty: 4801.760742 Iteration 31Q: 3 clusters Score -2356494 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15396 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -2356496.250000 Penalty: 4801.760742 Iteration 32Q: 3 clusters Score -2356496 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15399 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -2356500.500000 Penalty: 4801.760742 Iteration 33Q: 3 clusters Score -2356500 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15402 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -2356500.750000 Penalty: 4801.760742 Iteration 34Q: 3 clusters Score -2356501 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15403 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -2356502.750000 Penalty: 4801.760742 Iteration 35Q: 3 clusters Score -2356503 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15406 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -2356503.250000 Penalty: 4801.760742 Iteration 36Q: 3 clusters Score -2356503 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15406 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -2356503.250000 Penalty: 4801.760742 Iteration 37F: 3 clusters Score -2356503 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83620 members Mstep: Class 2 contains 51173 members Mstep: Class 3 contains 10972 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27726 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23378 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12044 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7808 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105302 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8699 members Mstep: Class 20 contains 3060 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4661 members Mstep: Class 24 contains 12484 members Mstep: Class 25 contains 5191 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19440 members Mstep: Class 31 contains 9447 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16010 members Entering Unmasked Estep ConsiderDeletion Score: -65625784.000000 Penalty: 106421.570312 Iteration 239Q: 34 clusters Score -6.562578e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83615 members Mstep: Class 2 contains 51164 members Mstep: Class 3 contains 10976 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27722 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23378 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12048 members Mstep: Class 10 contains 7572 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7808 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105302 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8700 members Mstep: Class 20 contains 3070 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4661 members Mstep: Class 24 contains 12485 members Mstep: Class 25 contains 5190 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9450 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16009 members Entering Unmasked Estep ConsiderDeletion Score: -65625772.000000 Penalty: 106421.570312 Iteration 240F: 34 clusters Score -6.562577e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83613 members Mstep: Class 2 contains 51158 members Mstep: Class 3 contains 10977 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27720 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12050 members Mstep: Class 10 contains 7570 members Mstep: Class 11 contains 5614 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7809 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105301 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3077 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4661 members Mstep: Class 24 contains 12484 members Mstep: Class 25 contains 5189 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9454 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16006 members Entering Unmasked Estep ConsiderDeletion Score: -65625788.000000 Penalty: 106421.570312 Iteration 241Q: 34 clusters Score -6.562579e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83603 members Mstep: Class 2 contains 51158 members Mstep: Class 3 contains 10977 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27717 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12053 members Mstep: Class 10 contains 7567 members Mstep: Class 11 contains 5615 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7809 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105301 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3087 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4661 members Mstep: Class 24 contains 12484 members Mstep: Class 25 contains 5187 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9457 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16007 members Entering Unmasked Estep ConsiderDeletion Score: -65625804.000000 Penalty: 106421.570312 Iteration 242Q: 34 clusters Score -6.56258e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83597 members Mstep: Class 2 contains 51154 members Mstep: Class 3 contains 10977 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27715 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12055 members Mstep: Class 10 contains 7567 members Mstep: Class 11 contains 5614 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7809 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105304 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3095 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4661 members Mstep: Class 24 contains 12484 members Mstep: Class 25 contains 5186 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19438 members Mstep: Class 31 contains 9460 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16006 members Entering Unmasked Estep ConsiderDeletion Score: -65625772.000000 Penalty: 106421.570312 Iteration 243Q: 34 clusters Score -6.562577e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83591 members Mstep: Class 2 contains 51151 members Mstep: Class 3 contains 10977 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27713 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12059 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7809 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105308 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3101 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4659 members Mstep: Class 24 contains 12484 members Mstep: Class 25 contains 5184 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19438 members Mstep: Class 31 contains 9462 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16007 members Entering Unmasked Estep ConsiderDeletion Score: -65625756.000000 Penalty: 106421.570312 Iteration 244Q: 34 clusters Score -6.562576e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83583 members Mstep: Class 2 contains 51147 members Mstep: Class 3 contains 10978 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27711 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 12059 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 5612 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7809 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105313 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3106 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4659 members Mstep: Class 24 contains 12484 members Mstep: Class 25 contains 5185 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9465 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16006 members Entering Unmasked Estep ConsiderDeletion Score: -65625704.000000 Penalty: 106421.570312 Iteration 245Q: 34 clusters Score -6.56257e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83577 members Mstep: Class 2 contains 51145 members Mstep: Class 3 contains 10979 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27710 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 12058 members Mstep: Class 10 contains 7565 members Mstep: Class 11 contains 5612 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7809 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105316 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3109 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4659 members Mstep: Class 24 contains 12484 members Mstep: Class 25 contains 5187 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9465 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16007 members Entering Unmasked Estep ConsiderDeletion Score: -65625736.000000 Penalty: 106421.570312 Iteration 246Q: 34 clusters Score -6.562574e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83572 members Mstep: Class 2 contains 51141 members Mstep: Class 3 contains 10980 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27708 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 12059 members Mstep: Class 10 contains 7565 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7808 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105319 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3115 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4659 members Mstep: Class 24 contains 12485 members Mstep: Class 25 contains 5186 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9465 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16007 members Entering Unmasked Estep ConsiderDeletion Score: -65625744.000000 Penalty: 106421.570312 Iteration 247Q: 34 clusters Score -6.562574e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83572 members Mstep: Class 2 contains 51140 members Mstep: Class 3 contains 10980 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27705 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 12061 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7807 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105319 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3117 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4659 members Mstep: Class 24 contains 12485 members Mstep: Class 25 contains 5186 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9465 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16007 members Entering Unmasked Estep ConsiderDeletion Score: -65625780.000000 Penalty: 106421.570312 Iteration 248Q: 34 clusters Score -6.562578e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83573 members Mstep: Class 2 contains 51138 members Mstep: Class 3 contains 10980 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27702 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 12064 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7807 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105317 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3120 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4659 members Mstep: Class 24 contains 12485 members Mstep: Class 25 contains 5186 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9465 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16007 members Entering Unmasked Estep ConsiderDeletion Score: -65625772.000000 Penalty: 106421.570312 Iteration 249Q: 34 clusters Score -6.562577e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83572 members Mstep: Class 2 contains 51138 members Mstep: Class 3 contains 10980 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27700 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 12066 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7807 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105315 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3123 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4659 members Mstep: Class 24 contains 12485 members Mstep: Class 25 contains 5186 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9465 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16007 members Entering Unmasked Estep ConsiderDeletion Score: -65625768.000000 Penalty: 106421.570312 Iteration 250Q: 34 clusters Score -6.562577e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83572 members Mstep: Class 2 contains 51137 members Mstep: Class 3 contains 10980 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27697 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 12069 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7807 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105315 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3124 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4659 members Mstep: Class 24 contains 12485 members Mstep: Class 25 contains 5186 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9465 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16007 members Entering Unmasked Estep ConsiderDeletion Score: -65625768.000000 Penalty: 106421.570312 Iteration 251Q: 34 clusters Score -6.562577e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83573 members Mstep: Class 2 contains 51136 members Mstep: Class 3 contains 10980 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27695 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 12071 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7807 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105315 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3124 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4659 members Mstep: Class 24 contains 12485 members Mstep: Class 25 contains 5186 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9465 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16007 members Entering Unmasked Estep ConsiderDeletion Score: -65625772.000000 Penalty: 106421.570312 Iteration 252Q: 34 clusters Score -6.562577e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83574 members Mstep: Class 2 contains 51136 members Mstep: Class 3 contains 10980 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27693 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 12073 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7807 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105314 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3124 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4659 members Mstep: Class 24 contains 12485 members Mstep: Class 25 contains 5186 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9465 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16007 members Entering Unmasked Estep ConsiderDeletion Score: -65625760.000000 Penalty: 106421.570312 Iteration 253Q: 34 clusters Score -6.562576e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83574 members Mstep: Class 2 contains 51136 members Mstep: Class 3 contains 10980 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27692 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 12074 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7807 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105314 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3124 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4659 members Mstep: Class 24 contains 12485 members Mstep: Class 25 contains 5186 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9465 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16007 members Entering Unmasked Estep ConsiderDeletion Score: -65625772.000000 Penalty: 106421.570312 Iteration 254Q: 34 clusters Score -6.562577e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83574 members Mstep: Class 2 contains 51136 members Mstep: Class 3 contains 10980 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27692 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 12074 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7807 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105314 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3124 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4659 members Mstep: Class 24 contains 12485 members Mstep: Class 25 contains 5186 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9465 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16007 members Entering Unmasked Estep ConsiderDeletion Score: -65625772.000000 Penalty: 106421.570312 Iteration 255F: 34 clusters Score -6.562577e+07 nChanged 0 Entering ConstructFrom: Score: -65625772.000000 Penalty: 106421.570312 Entering ConstructFrom: Trying to split cluster 1 (83574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83574 members Entering Unmasked Estep Score: -12201311.000000 Penalty: 2810.704834 Iteration 0F: 2 clusters Score -1.220131e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41824 members Mstep: Class 2 contains 41750 members Entering Unmasked Estep Score: -12145582.000000 Penalty: 5621.409668 Iteration 0F: 3 clusters Score -1.214558e+07 nChanged 39159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41891 members Mstep: Class 2 contains 41683 members Entering Unmasked Estep Score: -12168060.000000 Penalty: 5621.409668 Iteration 1F: 3 clusters Score -1.216806e+07 nChanged 3557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41818 members Mstep: Class 2 contains 41756 members Entering Unmasked Estep Score: -12169145.000000 Penalty: 5621.409668 Iteration 2Q: 3 clusters Score -1.216914e+07 nChanged 3678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41758 members Mstep: Class 2 contains 41816 members Entering Unmasked Estep Score: -12170572.000000 Penalty: 5621.409668 Iteration 3Q: 3 clusters Score -1.217057e+07 nChanged 4040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41636 members Mstep: Class 2 contains 41938 members Entering Unmasked Estep Score: -12172508.000000 Penalty: 5621.409668 Iteration 4Q: 3 clusters Score -1.217251e+07 nChanged 4338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41524 members Mstep: Class 2 contains 42050 members Entering Unmasked Estep Score: -12174693.000000 Penalty: 5621.409668 Iteration 5F: 3 clusters Score -1.217469e+07 nChanged 4635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41541 members Mstep: Class 2 contains 42033 members Entering Unmasked Estep Score: -12177110.000000 Penalty: 5621.409668 Iteration 6F: 3 clusters Score -1.217711e+07 nChanged 4688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41677 members Mstep: Class 2 contains 41897 members Entering Unmasked Estep Score: -12179608.000000 Penalty: 5621.409668 Iteration 7F: 3 clusters Score -1.217961e+07 nChanged 4497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41930 members Mstep: Class 2 contains 41644 members Entering Unmasked Estep Score: -12182091.000000 Penalty: 5621.409668 Iteration 8F: 3 clusters Score -1.218209e+07 nChanged 4242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42230 members Mstep: Class 2 contains 41344 members Entering Unmasked Estep Score: -12184266.000000 Penalty: 5621.409668 Iteration 9F: 3 clusters Score -1.218427e+07 nChanged 3559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42615 members Mstep: Class 2 contains 40959 members Entering Unmasked Estep Score: -12185897.000000 Penalty: 5621.409668 Iteration 10Q: 3 clusters Score -1.21859e+07 nChanged 3044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42895 members Mstep: Class 2 contains 40679 members Entering Unmasked Estep Score: -12187043.000000 Penalty: 5621.409668 Iteration 11Q: 3 clusters Score -1.218704e+07 nChanged 2261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43138 members Mstep: Class 2 contains 40436 members Entering Unmasked Estep Score: -12187727.000000 Penalty: 5621.409668 Iteration 12Q: 3 clusters Score -1.218773e+07 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43398 members Mstep: Class 2 contains 40176 members Entering Unmasked Estep Score: -12188100.000000 Penalty: 5621.409668 Iteration 13Q: 3 clusters Score -1.21881e+07 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43660 members Mstep: Class 2 contains 39914 members Entering Unmasked Estep Score: -12188375.000000 Penalty: 5621.409668 Iteration 14Q: 3 clusters Score -1.218838e+07 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43916 members Mstep: Class 2 contains 39658 members Entering Unmasked Estep Score: -12188455.000000 Penalty: 5621.409668 Iteration 15Q: 3 clusters Score -1.218846e+07 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44166 members Mstep: Class 2 contains 39408 members Entering Unmasked Estep Score: -12188590.000000 Penalty: 5621.409668 Iteration 16Q: 3 clusters Score -1.218859e+07 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44453 members Mstep: Class 2 contains 39121 members Entering Unmasked Estep Score: -12188699.000000 Penalty: 5621.409668 Iteration 17Q: 3 clusters Score -1.21887e+07 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44734 members Mstep: Class 2 contains 38840 members Entering Unmasked Estep Score: -12188805.000000 Penalty: 5621.409668 Iteration 18Q: 3 clusters Score -1.21888e+07 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45068 members Mstep: Class 2 contains 38506 members Entering Unmasked Estep Score: -12188937.000000 Penalty: 5621.409668 Iteration 19Q: 3 clusters Score -1.218894e+07 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45435 members Mstep: Class 2 contains 38139 members Entering Unmasked Estep Score: -12189040.000000 Penalty: 5621.409668 Iteration 20F: 3 clusters Score -1.218904e+07 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45837 members Mstep: Class 2 contains 37737 members Entering Unmasked Estep Score: -12189142.000000 Penalty: 5621.409668 Iteration 21Q: 3 clusters Score -1.218914e+07 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46216 members Mstep: Class 2 contains 37358 members Entering Unmasked Estep Score: -12189178.000000 Penalty: 5621.409668 Iteration 22Q: 3 clusters Score -1.218918e+07 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46624 members Mstep: Class 2 contains 36950 members Entering Unmasked Estep Score: -12189220.000000 Penalty: 5621.409668 Iteration 23Q: 3 clusters Score -1.218922e+07 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47047 members Mstep: Class 2 contains 36527 members Entering Unmasked Estep Score: -12189337.000000 Penalty: 5621.409668 Iteration 24Q: 3 clusters Score -1.218934e+07 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47485 members Mstep: Class 2 contains 36089 members Entering Unmasked Estep Score: -12189407.000000 Penalty: 5621.409668 Iteration 25Q: 3 clusters Score -1.218941e+07 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47928 members Mstep: Class 2 contains 35646 members Entering Unmasked Estep Score: -12189517.000000 Penalty: 5621.409668 Iteration 26Q: 3 clusters Score -1.218952e+07 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48410 members Mstep: Class 2 contains 35164 members Entering Unmasked Estep Score: -12189585.000000 Penalty: 5621.409668 Iteration 27Q: 3 clusters Score -1.218958e+07 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48891 members Mstep: Class 2 contains 34683 members Entering Unmasked Estep Score: -12189681.000000 Penalty: 5621.409668 Iteration 28Q: 3 clusters Score -1.218968e+07 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49423 members Mstep: Class 2 contains 34151 members Entering Unmasked Estep Score: -12189702.000000 Penalty: 5621.409668 Iteration 29Q: 3 clusters Score -1.21897e+07 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49946 members Mstep: Class 2 contains 33628 members Entering Unmasked Estep Score: -12189732.000000 Penalty: 5621.409668 Iteration 30Q: 3 clusters Score -1.218973e+07 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50516 members Mstep: Class 2 contains 33058 members Entering Unmasked Estep Score: -12189830.000000 Penalty: 5621.409668 Iteration 31Q: 3 clusters Score -1.218983e+07 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51124 members Mstep: Class 2 contains 32450 members Entering Unmasked Estep Score: -12189957.000000 Penalty: 5621.409668 Iteration 32Q: 3 clusters Score -1.218996e+07 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51732 members Mstep: Class 2 contains 31842 members Entering Unmasked Estep Score: -12190086.000000 Penalty: 5621.409668 Iteration 33Q: 3 clusters Score -1.219009e+07 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52421 members Mstep: Class 2 contains 31153 members Entering Unmasked Estep Score: -12190205.000000 Penalty: 5621.409668 Iteration 34Q: 3 clusters Score -1.21902e+07 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53177 members Mstep: Class 2 contains 30397 members Entering Unmasked Estep Score: -12190317.000000 Penalty: 5621.409668 Iteration 35Q: 3 clusters Score -1.219032e+07 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53916 members Mstep: Class 2 contains 29658 members Entering Unmasked Estep Score: -12190465.000000 Penalty: 5621.409668 Iteration 36Q: 3 clusters Score -1.219046e+07 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54649 members Mstep: Class 2 contains 28925 members Entering Unmasked Estep Score: -12190601.000000 Penalty: 5621.409668 Iteration 37Q: 3 clusters Score -1.21906e+07 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55428 members Mstep: Class 2 contains 28146 members Entering Unmasked Estep Score: -12190734.000000 Penalty: 5621.409668 Iteration 38Q: 3 clusters Score -1.219073e+07 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56240 members Mstep: Class 2 contains 27334 members Entering Unmasked Estep Score: -12190877.000000 Penalty: 5621.409668 Iteration 39Q: 3 clusters Score -1.219088e+07 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57121 members Mstep: Class 2 contains 26453 members Entering Unmasked Estep Score: -12191115.000000 Penalty: 5621.409668 Iteration 40F: 3 clusters Score -1.219112e+07 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58012 members Mstep: Class 2 contains 25562 members Entering Unmasked Estep Score: -12191316.000000 Penalty: 5621.409668 Iteration 41Q: 3 clusters Score -1.219132e+07 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58968 members Mstep: Class 2 contains 24606 members Entering Unmasked Estep Score: -12191481.000000 Penalty: 5621.409668 Iteration 42Q: 3 clusters Score -1.219148e+07 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59948 members Mstep: Class 2 contains 23626 members Entering Unmasked Estep Score: -12191721.000000 Penalty: 5621.409668 Iteration 43Q: 3 clusters Score -1.219172e+07 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60946 members Mstep: Class 2 contains 22628 members Entering Unmasked Estep Score: -12191994.000000 Penalty: 5621.409668 Iteration 44Q: 3 clusters Score -1.219199e+07 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61976 members Mstep: Class 2 contains 21598 members Entering Unmasked Estep Score: -12192288.000000 Penalty: 5621.409668 Iteration 45Q: 3 clusters Score -1.219229e+07 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63089 members Mstep: Class 2 contains 20485 members Entering Unmasked Estep Score: -12192598.000000 Penalty: 5621.409668 Iteration 46Q: 3 clusters Score -1.21926e+07 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64246 members Mstep: Class 2 contains 19328 members Entering Unmasked Estep Score: -12193013.000000 Penalty: 5621.409668 Iteration 47Q: 3 clusters Score -1.219301e+07 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65413 members Mstep: Class 2 contains 18161 members Entering Unmasked Estep Score: -12193350.000000 Penalty: 5621.409668 Iteration 48Q: 3 clusters Score -1.219335e+07 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66616 members Mstep: Class 2 contains 16958 members Entering Unmasked Estep Score: -12193699.000000 Penalty: 5621.409668 Iteration 49Q: 3 clusters Score -1.21937e+07 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67739 members Mstep: Class 2 contains 15835 members Entering Unmasked Estep Score: -12194066.000000 Penalty: 5621.409668 Iteration 50Q: 3 clusters Score -1.219407e+07 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68883 members Mstep: Class 2 contains 14691 members Entering Unmasked Estep Score: -12194447.000000 Penalty: 5621.409668 Iteration 51Q: 3 clusters Score -1.219445e+07 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70044 members Mstep: Class 2 contains 13530 members Entering Unmasked Estep Score: -12194920.000000 Penalty: 5621.409668 Iteration 52Q: 3 clusters Score -1.219492e+07 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71226 members Mstep: Class 2 contains 12348 members Entering Unmasked Estep Score: -12195320.000000 Penalty: 5621.409668 Iteration 53Q: 3 clusters Score -1.219532e+07 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72429 members Mstep: Class 2 contains 11145 members Entering Unmasked Estep Score: -12195817.000000 Penalty: 5621.409668 Iteration 54Q: 3 clusters Score -1.219582e+07 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73603 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -12196302.000000 Penalty: 5621.409668 Iteration 55Q: 3 clusters Score -1.21963e+07 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74777 members Mstep: Class 2 contains 8797 members Entering Unmasked Estep Score: -12196872.000000 Penalty: 5621.409668 Iteration 56Q: 3 clusters Score -1.219687e+07 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75796 members Mstep: Class 2 contains 7778 members Entering Unmasked Estep Score: -12197327.000000 Penalty: 5621.409668 Iteration 57Q: 3 clusters Score -1.219733e+07 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76724 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -12197812.000000 Penalty: 5621.409668 Iteration 58Q: 3 clusters Score -1.219781e+07 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77555 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -12198160.000000 Penalty: 5621.409668 Iteration 59Q: 3 clusters Score -1.219816e+07 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78282 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -12198540.000000 Penalty: 5621.409668 Iteration 60F: 3 clusters Score -1.219854e+07 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78952 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -12198800.000000 Penalty: 5621.409668 Iteration 61Q: 3 clusters Score -1.21988e+07 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79525 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -12199049.000000 Penalty: 5621.409668 Iteration 62Q: 3 clusters Score -1.219905e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79992 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -12199296.000000 Penalty: 5621.409668 Iteration 63Q: 3 clusters Score -1.21993e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80371 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -12199471.000000 Penalty: 5621.409668 Iteration 64Q: 3 clusters Score -1.219947e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80680 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -12199586.000000 Penalty: 5621.409668 Iteration 65Q: 3 clusters Score -1.219959e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80951 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -12199748.000000 Penalty: 5621.409668 Iteration 66Q: 3 clusters Score -1.219975e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81137 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -12199840.000000 Penalty: 5621.409668 Iteration 67Q: 3 clusters Score -1.219984e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81291 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -12199962.000000 Penalty: 5621.409668 Iteration 68Q: 3 clusters Score -1.219996e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81414 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -12200035.000000 Penalty: 5621.409668 Iteration 69Q: 3 clusters Score -1.220004e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81511 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -12200117.000000 Penalty: 5621.409668 Iteration 70Q: 3 clusters Score -1.220012e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81589 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -12200171.000000 Penalty: 5621.409668 Iteration 71Q: 3 clusters Score -1.220017e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81644 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -12200204.000000 Penalty: 5621.409668 Iteration 72Q: 3 clusters Score -1.22002e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81686 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -12200224.000000 Penalty: 5621.409668 Iteration 73Q: 3 clusters Score -1.220022e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81717 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -12200261.000000 Penalty: 5621.409668 Iteration 74Q: 3 clusters Score -1.220026e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81738 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -12200268.000000 Penalty: 5621.409668 Iteration 75Q: 3 clusters Score -1.220027e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81758 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -12200265.000000 Penalty: 5621.409668 Iteration 76Q: 3 clusters Score -1.220026e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81772 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -12200279.000000 Penalty: 5621.409668 Iteration 77Q: 3 clusters Score -1.220028e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81787 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -12200293.000000 Penalty: 5621.409668 Iteration 78Q: 3 clusters Score -1.220029e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81798 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -12200288.000000 Penalty: 5621.409668 Iteration 79Q: 3 clusters Score -1.220029e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81809 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -12200281.000000 Penalty: 5621.409668 Iteration 80F: 3 clusters Score -1.220028e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81821 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -12200288.000000 Penalty: 5621.409668 Iteration 81Q: 3 clusters Score -1.220029e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81831 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -12200292.000000 Penalty: 5621.409668 Iteration 82Q: 3 clusters Score -1.220029e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81838 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -12200303.000000 Penalty: 5621.409668 Iteration 83Q: 3 clusters Score -1.22003e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81846 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -12200303.000000 Penalty: 5621.409668 Iteration 84Q: 3 clusters Score -1.22003e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81859 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -12200310.000000 Penalty: 5621.409668 Iteration 85Q: 3 clusters Score -1.220031e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81862 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -12200299.000000 Penalty: 5621.409668 Iteration 86Q: 3 clusters Score -1.22003e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81862 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -12200309.000000 Penalty: 5621.409668 Iteration 87Q: 3 clusters Score -1.220031e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81863 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -12200306.000000 Penalty: 5621.409668 Iteration 88Q: 3 clusters Score -1.220031e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81863 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -12200306.000000 Penalty: 5621.409668 Iteration 89F: 3 clusters Score -1.220031e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (51136 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51136 members Entering Unmasked Estep Score: -7760969.000000 Penalty: 2688.876465 Iteration 0F: 2 clusters Score -7760969 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25667 members Mstep: Class 2 contains 25469 members Entering Unmasked Estep Score: -7726852.000000 Penalty: 5377.752930 Iteration 0F: 3 clusters Score -7726852 nChanged 23533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27102 members Mstep: Class 2 contains 24034 members Entering Unmasked Estep Score: -7740361.500000 Penalty: 5377.752930 Iteration 1F: 3 clusters Score -7740362 nChanged 3227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28479 members Mstep: Class 2 contains 22657 members Entering Unmasked Estep Score: -7742290.500000 Penalty: 5377.752930 Iteration 2F: 3 clusters Score -7742290 nChanged 4004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30365 members Mstep: Class 2 contains 20771 members Entering Unmasked Estep Score: -7745540.000000 Penalty: 5377.752930 Iteration 3F: 3 clusters Score -7745540 nChanged 4626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32391 members Mstep: Class 2 contains 18745 members Entering Unmasked Estep Score: -7749516.000000 Penalty: 5377.752930 Iteration 4F: 3 clusters Score -7749516 nChanged 4242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33791 members Mstep: Class 2 contains 17345 members Entering Unmasked Estep Score: -7752513.000000 Penalty: 5377.752930 Iteration 5F: 3 clusters Score -7752513 nChanged 3135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34516 members Mstep: Class 2 contains 16620 members Entering Unmasked Estep Score: -7754202.500000 Penalty: 5377.752930 Iteration 6F: 3 clusters Score -7754202 nChanged 2132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34848 members Mstep: Class 2 contains 16288 members Entering Unmasked Estep Score: -7755008.000000 Penalty: 5377.752930 Iteration 7Q: 3 clusters Score -7755008 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35071 members Mstep: Class 2 contains 16065 members Entering Unmasked Estep Score: -7755439.500000 Penalty: 5377.752930 Iteration 8Q: 3 clusters Score -7755440 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35297 members Mstep: Class 2 contains 15839 members Entering Unmasked Estep Score: -7755625.500000 Penalty: 5377.752930 Iteration 9Q: 3 clusters Score -7755626 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35495 members Mstep: Class 2 contains 15641 members Entering Unmasked Estep Score: -7755709.500000 Penalty: 5377.752930 Iteration 10Q: 3 clusters Score -7755710 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35728 members Mstep: Class 2 contains 15408 members Entering Unmasked Estep Score: -7755812.500000 Penalty: 5377.752930 Iteration 11Q: 3 clusters Score -7755812 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35984 members Mstep: Class 2 contains 15152 members Entering Unmasked Estep Score: -7755865.000000 Penalty: 5377.752930 Iteration 12Q: 3 clusters Score -7755865 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36258 members Mstep: Class 2 contains 14878 members Entering Unmasked Estep Score: -7755915.500000 Penalty: 5377.752930 Iteration 13Q: 3 clusters Score -7755916 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36559 members Mstep: Class 2 contains 14577 members Entering Unmasked Estep Score: -7755949.500000 Penalty: 5377.752930 Iteration 14Q: 3 clusters Score -7755950 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36852 members Mstep: Class 2 contains 14284 members Entering Unmasked Estep Score: -7755999.000000 Penalty: 5377.752930 Iteration 15Q: 3 clusters Score -7755999 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37138 members Mstep: Class 2 contains 13998 members Entering Unmasked Estep Score: -7756070.000000 Penalty: 5377.752930 Iteration 16Q: 3 clusters Score -7756070 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37422 members Mstep: Class 2 contains 13714 members Entering Unmasked Estep Score: -7756095.000000 Penalty: 5377.752930 Iteration 17Q: 3 clusters Score -7756095 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37735 members Mstep: Class 2 contains 13401 members Entering Unmasked Estep Score: -7756125.000000 Penalty: 5377.752930 Iteration 18Q: 3 clusters Score -7756125 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38090 members Mstep: Class 2 contains 13046 members Entering Unmasked Estep Score: -7756178.500000 Penalty: 5377.752930 Iteration 19Q: 3 clusters Score -7756178 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38481 members Mstep: Class 2 contains 12655 members Entering Unmasked Estep Score: -7756239.500000 Penalty: 5377.752930 Iteration 20F: 3 clusters Score -7756240 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38890 members Mstep: Class 2 contains 12246 members Entering Unmasked Estep Score: -7756288.000000 Penalty: 5377.752930 Iteration 21Q: 3 clusters Score -7756288 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39274 members Mstep: Class 2 contains 11862 members Entering Unmasked Estep Score: -7756340.000000 Penalty: 5377.752930 Iteration 22Q: 3 clusters Score -7756340 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39690 members Mstep: Class 2 contains 11446 members Entering Unmasked Estep Score: -7756408.000000 Penalty: 5377.752930 Iteration 23Q: 3 clusters Score -7756408 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40115 members Mstep: Class 2 contains 11021 members Entering Unmasked Estep Score: -7756447.000000 Penalty: 5377.752930 Iteration 24Q: 3 clusters Score -7756447 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40561 members Mstep: Class 2 contains 10575 members Entering Unmasked Estep Score: -7756525.500000 Penalty: 5377.752930 Iteration 25Q: 3 clusters Score -7756526 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41011 members Mstep: Class 2 contains 10125 members Entering Unmasked Estep Score: -7756597.000000 Penalty: 5377.752930 Iteration 26Q: 3 clusters Score -7756597 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41463 members Mstep: Class 2 contains 9673 members Entering Unmasked Estep Score: -7756643.500000 Penalty: 5377.752930 Iteration 27Q: 3 clusters Score -7756644 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41872 members Mstep: Class 2 contains 9264 members Entering Unmasked Estep Score: -7756703.500000 Penalty: 5377.752930 Iteration 28Q: 3 clusters Score -7756704 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42280 members Mstep: Class 2 contains 8856 members Entering Unmasked Estep Score: -7756845.000000 Penalty: 5377.752930 Iteration 29Q: 3 clusters Score -7756845 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42704 members Mstep: Class 2 contains 8432 members Entering Unmasked Estep Score: -7756958.000000 Penalty: 5377.752930 Iteration 30Q: 3 clusters Score -7756958 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43119 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -7757002.000000 Penalty: 5377.752930 Iteration 31Q: 3 clusters Score -7757002 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43507 members Mstep: Class 2 contains 7629 members Entering Unmasked Estep Score: -7757054.500000 Penalty: 5377.752930 Iteration 32Q: 3 clusters Score -7757054 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43907 members Mstep: Class 2 contains 7229 members Entering Unmasked Estep Score: -7757173.500000 Penalty: 5377.752930 Iteration 33Q: 3 clusters Score -7757174 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44288 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -7757245.500000 Penalty: 5377.752930 Iteration 34Q: 3 clusters Score -7757246 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44691 members Mstep: Class 2 contains 6445 members Entering Unmasked Estep Score: -7757338.000000 Penalty: 5377.752930 Iteration 35Q: 3 clusters Score -7757338 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45086 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -7757432.000000 Penalty: 5377.752930 Iteration 36Q: 3 clusters Score -7757432 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45431 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -7757536.500000 Penalty: 5377.752930 Iteration 37Q: 3 clusters Score -7757536 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45747 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -7757591.000000 Penalty: 5377.752930 Iteration 38Q: 3 clusters Score -7757591 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46044 members Mstep: Class 2 contains 5092 members Entering Unmasked Estep Score: -7757693.500000 Penalty: 5377.752930 Iteration 39Q: 3 clusters Score -7757694 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46320 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -7757724.000000 Penalty: 5377.752930 Iteration 40F: 3 clusters Score -7757724 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46577 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -7757783.500000 Penalty: 5377.752930 Iteration 41Q: 3 clusters Score -7757784 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46829 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -7757858.000000 Penalty: 5377.752930 Iteration 42Q: 3 clusters Score -7757858 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47076 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -7757931.500000 Penalty: 5377.752930 Iteration 43Q: 3 clusters Score -7757932 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47298 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -7758036.000000 Penalty: 5377.752930 Iteration 44Q: 3 clusters Score -7758036 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47490 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -7758088.000000 Penalty: 5377.752930 Iteration 45Q: 3 clusters Score -7758088 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47690 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -7758112.000000 Penalty: 5377.752930 Iteration 46Q: 3 clusters Score -7758112 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47891 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -7758170.500000 Penalty: 5377.752930 Iteration 47Q: 3 clusters Score -7758170 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48083 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -7758249.500000 Penalty: 5377.752930 Iteration 48Q: 3 clusters Score -7758250 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48240 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -7758307.000000 Penalty: 5377.752930 Iteration 49Q: 3 clusters Score -7758307 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48391 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -7758330.500000 Penalty: 5377.752930 Iteration 50Q: 3 clusters Score -7758330 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48493 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -7758342.500000 Penalty: 5377.752930 Iteration 51Q: 3 clusters Score -7758342 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48577 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -7758365.000000 Penalty: 5377.752930 Iteration 52Q: 3 clusters Score -7758365 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48653 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -7758387.500000 Penalty: 5377.752930 Iteration 53Q: 3 clusters Score -7758388 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48721 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -7758391.500000 Penalty: 5377.752930 Iteration 54Q: 3 clusters Score -7758392 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48783 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -7758411.000000 Penalty: 5377.752930 Iteration 55Q: 3 clusters Score -7758411 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48865 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -7758453.500000 Penalty: 5377.752930 Iteration 56Q: 3 clusters Score -7758454 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48951 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -7758496.500000 Penalty: 5377.752930 Iteration 57Q: 3 clusters Score -7758496 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49030 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -7758522.500000 Penalty: 5377.752930 Iteration 58Q: 3 clusters Score -7758522 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49107 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -7758528.500000 Penalty: 5377.752930 Iteration 59Q: 3 clusters Score -7758528 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49173 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -7758543.000000 Penalty: 5377.752930 Iteration 60F: 3 clusters Score -7758543 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49231 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -7758571.000000 Penalty: 5377.752930 Iteration 61Q: 3 clusters Score -7758571 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49300 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -7758603.500000 Penalty: 5377.752930 Iteration 62Q: 3 clusters Score -7758604 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49359 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -7758608.500000 Penalty: 5377.752930 Iteration 63Q: 3 clusters Score -7758608 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49410 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -7758624.000000 Penalty: 5377.752930 Iteration 64Q: 3 clusters Score -7758624 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49449 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -7758641.500000 Penalty: 5377.752930 Iteration 65Q: 3 clusters Score -7758642 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49489 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -7758654.000000 Penalty: 5377.752930 Iteration 66Q: 3 clusters Score -7758654 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49537 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -7758664.500000 Penalty: 5377.752930 Iteration 67Q: 3 clusters Score -7758664 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49575 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -7758680.000000 Penalty: 5377.752930 Iteration 68Q: 3 clusters Score -7758680 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49605 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -7758687.500000 Penalty: 5377.752930 Iteration 69Q: 3 clusters Score -7758688 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49636 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -7758693.000000 Penalty: 5377.752930 Iteration 70Q: 3 clusters Score -7758693 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49662 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -7758712.500000 Penalty: 5377.752930 Iteration 71Q: 3 clusters Score -7758712 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49691 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -7758711.000000 Penalty: 5377.752930 Iteration 72Q: 3 clusters Score -7758711 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49718 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -7758726.000000 Penalty: 5377.752930 Iteration 73Q: 3 clusters Score -7758726 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49736 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -7758731.500000 Penalty: 5377.752930 Iteration 74Q: 3 clusters Score -7758732 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49756 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -7758744.500000 Penalty: 5377.752930 Iteration 75Q: 3 clusters Score -7758744 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49773 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -7758757.000000 Penalty: 5377.752930 Iteration 76Q: 3 clusters Score -7758757 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49791 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -7758767.000000 Penalty: 5377.752930 Iteration 77Q: 3 clusters Score -7758767 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49805 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -7758767.000000 Penalty: 5377.752930 Iteration 78Q: 3 clusters Score -7758767 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49814 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -7758781.500000 Penalty: 5377.752930 Iteration 79Q: 3 clusters Score -7758782 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49825 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -7758778.500000 Penalty: 5377.752930 Iteration 80F: 3 clusters Score -7758778 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49829 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -7758779.500000 Penalty: 5377.752930 Iteration 81Q: 3 clusters Score -7758780 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49832 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -7758779.500000 Penalty: 5377.752930 Iteration 82Q: 3 clusters Score -7758780 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49836 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -7758783.000000 Penalty: 5377.752930 Iteration 83Q: 3 clusters Score -7758783 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49845 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -7758779.000000 Penalty: 5377.752930 Iteration 84Q: 3 clusters Score -7758779 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49849 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -7758782.000000 Penalty: 5377.752930 Iteration 85Q: 3 clusters Score -7758782 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49853 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -7758777.500000 Penalty: 5377.752930 Iteration 86Q: 3 clusters Score -7758778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49855 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -7758786.000000 Penalty: 5377.752930 Iteration 87Q: 3 clusters Score -7758786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49857 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -7758788.500000 Penalty: 5377.752930 Iteration 88Q: 3 clusters Score -7758788 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49860 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -7758786.000000 Penalty: 5377.752930 Iteration 89Q: 3 clusters Score -7758786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49862 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -7758786.500000 Penalty: 5377.752930 Iteration 90Q: 3 clusters Score -7758786 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49863 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -7758793.500000 Penalty: 5377.752930 Iteration 91Q: 3 clusters Score -7758794 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49864 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -7758793.000000 Penalty: 5377.752930 Iteration 92Q: 3 clusters Score -7758793 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49864 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -7758793.000000 Penalty: 5377.752930 Iteration 93F: 3 clusters Score -7758793 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (10980 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10980 members Entering Unmasked Estep Score: -1504720.500000 Penalty: 2307.350098 Iteration 0F: 2 clusters Score -1504720 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -1496433.375000 Penalty: 4614.700195 Iteration 0F: 3 clusters Score -1496433 nChanged 4616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5787 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -1499143.875000 Penalty: 4614.700195 Iteration 1F: 3 clusters Score -1499144 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -1499731.375000 Penalty: 4614.700195 Iteration 2F: 3 clusters Score -1499731 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -1500327.000000 Penalty: 4614.700195 Iteration 3F: 3 clusters Score -1500327 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6534 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -1500953.500000 Penalty: 4614.700195 Iteration 4F: 3 clusters Score -1500954 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -1501482.625000 Penalty: 4614.700195 Iteration 5F: 3 clusters Score -1501483 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -1501853.500000 Penalty: 4614.700195 Iteration 6F: 3 clusters Score -1501854 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6930 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -1502149.500000 Penalty: 4614.700195 Iteration 7Q: 3 clusters Score -1502150 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6936 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -1502363.625000 Penalty: 4614.700195 Iteration 8Q: 3 clusters Score -1502364 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -1502502.125000 Penalty: 4614.700195 Iteration 9Q: 3 clusters Score -1502502 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -1502604.000000 Penalty: 4614.700195 Iteration 10Q: 3 clusters Score -1502604 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -1502693.750000 Penalty: 4614.700195 Iteration 11Q: 3 clusters Score -1502694 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -1502781.375000 Penalty: 4614.700195 Iteration 12Q: 3 clusters Score -1502781 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -1502858.250000 Penalty: 4614.700195 Iteration 13Q: 3 clusters Score -1502858 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6743 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -1502914.250000 Penalty: 4614.700195 Iteration 14Q: 3 clusters Score -1502914 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -1502967.375000 Penalty: 4614.700195 Iteration 15Q: 3 clusters Score -1502967 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -1503012.500000 Penalty: 4614.700195 Iteration 16Q: 3 clusters Score -1503012 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -1503070.625000 Penalty: 4614.700195 Iteration 17Q: 3 clusters Score -1503071 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6502 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -1503135.625000 Penalty: 4614.700195 Iteration 18Q: 3 clusters Score -1503136 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -1503194.000000 Penalty: 4614.700195 Iteration 19Q: 3 clusters Score -1503194 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -1503262.125000 Penalty: 4614.700195 Iteration 20F: 3 clusters Score -1503262 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -1503329.250000 Penalty: 4614.700195 Iteration 21Q: 3 clusters Score -1503329 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -1503390.750000 Penalty: 4614.700195 Iteration 22Q: 3 clusters Score -1503391 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -1503458.125000 Penalty: 4614.700195 Iteration 23Q: 3 clusters Score -1503458 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -1503534.250000 Penalty: 4614.700195 Iteration 24Q: 3 clusters Score -1503534 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -1503609.875000 Penalty: 4614.700195 Iteration 25Q: 3 clusters Score -1503610 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6230 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -1503710.125000 Penalty: 4614.700195 Iteration 26Q: 3 clusters Score -1503710 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -1503808.625000 Penalty: 4614.700195 Iteration 27Q: 3 clusters Score -1503809 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6244 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -1503923.125000 Penalty: 4614.700195 Iteration 28Q: 3 clusters Score -1503923 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -1504024.000000 Penalty: 4614.700195 Iteration 29Q: 3 clusters Score -1504024 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -1504110.750000 Penalty: 4614.700195 Iteration 30Q: 3 clusters Score -1504111 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -1504171.625000 Penalty: 4614.700195 Iteration 31Q: 3 clusters Score -1504172 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -1504228.125000 Penalty: 4614.700195 Iteration 32Q: 3 clusters Score -1504228 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -1504264.750000 Penalty: 4614.700195 Iteration 33Q: 3 clusters Score -1504265 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -1504291.125000 Penalty: 4614.700195 Iteration 34Q: 3 clusters Score -1504291 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -1504312.500000 Penalty: 4614.700195 Iteration 35Q: 3 clusters Score -1504312 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -1504338.750000 Penalty: 4614.700195 Iteration 36Q: 3 clusters Score -1504339 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -1504377.375000 Penalty: 4614.700195 Iteration 37Q: 3 clusters Score -1504377 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -1504426.125000 Penalty: 4614.700195 Iteration 38Q: 3 clusters Score -1504426 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -1504485.125000 Penalty: 4614.700195 Iteration 39Q: 3 clusters Score -1504485 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -1504545.000000 Penalty: 4614.700195 Iteration 40F: 3 clusters Score -1504545 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 4971 members Entering Unmasked Estep Score: -1504608.375000 Penalty: 4614.700195 Iteration 41Q: 3 clusters Score -1504608 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -1504681.750000 Penalty: 4614.700195 Iteration 42Q: 3 clusters Score -1504682 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -1504729.625000 Penalty: 4614.700195 Iteration 43Q: 3 clusters Score -1504730 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -1504755.500000 Penalty: 4614.700195 Iteration 44Q: 3 clusters Score -1504756 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -1504782.625000 Penalty: 4614.700195 Iteration 45Q: 3 clusters Score -1504783 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -1504795.500000 Penalty: 4614.700195 Iteration 46Q: 3 clusters Score -1504796 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -1504810.000000 Penalty: 4614.700195 Iteration 47Q: 3 clusters Score -1504810 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -1504819.125000 Penalty: 4614.700195 Iteration 48Q: 3 clusters Score -1504819 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -1504829.250000 Penalty: 4614.700195 Iteration 49Q: 3 clusters Score -1504829 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -1504829.750000 Penalty: 4614.700195 Iteration 50Q: 3 clusters Score -1504830 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -1504833.875000 Penalty: 4614.700195 Iteration 51Q: 3 clusters Score -1504834 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -1504832.750000 Penalty: 4614.700195 Iteration 52Q: 3 clusters Score -1504833 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -1504835.750000 Penalty: 4614.700195 Iteration 53Q: 3 clusters Score -1504836 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -1504840.375000 Penalty: 4614.700195 Iteration 54Q: 3 clusters Score -1504840 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -1504838.625000 Penalty: 4614.700195 Iteration 55Q: 3 clusters Score -1504839 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -1504842.625000 Penalty: 4614.700195 Iteration 56Q: 3 clusters Score -1504843 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -1504842.500000 Penalty: 4614.700195 Iteration 57Q: 3 clusters Score -1504842 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -1504838.750000 Penalty: 4614.700195 Iteration 58Q: 3 clusters Score -1504839 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -1504840.500000 Penalty: 4614.700195 Iteration 59Q: 3 clusters Score -1504840 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -1504841.125000 Penalty: 4614.700195 Iteration 60F: 3 clusters Score -1504841 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -1504841.500000 Penalty: 4614.700195 Iteration 61Q: 3 clusters Score -1504842 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -1504843.000000 Penalty: 4614.700195 Iteration 62Q: 3 clusters Score -1504843 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -1504843.000000 Penalty: 4614.700195 Iteration 63Q: 3 clusters Score -1504843 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -1504844.375000 Penalty: 4614.700195 Iteration 64Q: 3 clusters Score -1504844 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 5482 members Entering Unmasked Estep Score: -1504844.625000 Penalty: 4614.700195 Iteration 65Q: 3 clusters Score -1504845 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 5482 members Entering Unmasked Estep Score: -1504844.625000 Penalty: 4614.700195 Iteration 66F: 3 clusters Score -1504845 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83574 members Mstep: Class 2 contains 51136 members Mstep: Class 3 contains 5498 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27692 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 12074 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7807 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105314 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3124 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4659 members Mstep: Class 24 contains 12485 members Mstep: Class 25 contains 5186 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9465 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16007 members Mstep: Class 34 contains 5482 members Entering Unmasked Estep Score: -65624836.000000 Penalty: 109646.468750 Splitting cluster 3 changes total score from -65625772.000000 to -65624836.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (3535 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Entering Unmasked Estep Score: -543740.500000 Penalty: 2026.276123 Iteration 0F: 2 clusters Score -543740.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -540132.875000 Penalty: 4052.552246 Iteration 0F: 3 clusters Score -540132.9 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -540886.687500 Penalty: 4052.552246 Iteration 1F: 3 clusters Score -540886.7 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -541045.937500 Penalty: 4052.552246 Iteration 2F: 3 clusters Score -541045.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -541143.937500 Penalty: 4052.552246 Iteration 3Q: 3 clusters Score -541143.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -541211.687500 Penalty: 4052.552246 Iteration 4Q: 3 clusters Score -541211.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -541270.250000 Penalty: 4052.552246 Iteration 5Q: 3 clusters Score -541270.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -541317.625000 Penalty: 4052.552246 Iteration 6Q: 3 clusters Score -541317.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -541362.125000 Penalty: 4052.552246 Iteration 7Q: 3 clusters Score -541362.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -541404.250000 Penalty: 4052.552246 Iteration 8Q: 3 clusters Score -541404.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -541454.562500 Penalty: 4052.552246 Iteration 9Q: 3 clusters Score -541454.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -541486.875000 Penalty: 4052.552246 Iteration 10Q: 3 clusters Score -541486.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -541521.250000 Penalty: 4052.552246 Iteration 11Q: 3 clusters Score -541521.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -541548.375000 Penalty: 4052.552246 Iteration 12Q: 3 clusters Score -541548.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -541586.562500 Penalty: 4052.552246 Iteration 13Q: 3 clusters Score -541586.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -541628.500000 Penalty: 4052.552246 Iteration 14Q: 3 clusters Score -541628.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -541653.687500 Penalty: 4052.552246 Iteration 15Q: 3 clusters Score -541653.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -541674.875000 Penalty: 4052.552246 Iteration 16Q: 3 clusters Score -541674.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -541697.750000 Penalty: 4052.552246 Iteration 17Q: 3 clusters Score -541697.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -541722.187500 Penalty: 4052.552246 Iteration 18Q: 3 clusters Score -541722.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -541739.437500 Penalty: 4052.552246 Iteration 19Q: 3 clusters Score -541739.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -541759.000000 Penalty: 4052.552246 Iteration 20F: 3 clusters Score -541759 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -541771.500000 Penalty: 4052.552246 Iteration 21Q: 3 clusters Score -541771.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -541783.187500 Penalty: 4052.552246 Iteration 22Q: 3 clusters Score -541783.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -541795.250000 Penalty: 4052.552246 Iteration 23Q: 3 clusters Score -541795.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -541807.937500 Penalty: 4052.552246 Iteration 24Q: 3 clusters Score -541807.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -541826.437500 Penalty: 4052.552246 Iteration 25Q: 3 clusters Score -541826.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -541842.562500 Penalty: 4052.552246 Iteration 26Q: 3 clusters Score -541842.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -541859.125000 Penalty: 4052.552246 Iteration 27Q: 3 clusters Score -541859.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -541868.187500 Penalty: 4052.552246 Iteration 28Q: 3 clusters Score -541868.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -541883.187500 Penalty: 4052.552246 Iteration 29Q: 3 clusters Score -541883.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -541895.687500 Penalty: 4052.552246 Iteration 30Q: 3 clusters Score -541895.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -541902.500000 Penalty: 4052.552246 Iteration 31Q: 3 clusters Score -541902.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -541909.500000 Penalty: 4052.552246 Iteration 32Q: 3 clusters Score -541909.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -541914.312500 Penalty: 4052.552246 Iteration 33Q: 3 clusters Score -541914.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -541923.562500 Penalty: 4052.552246 Iteration 34Q: 3 clusters Score -541923.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -541931.500000 Penalty: 4052.552246 Iteration 35Q: 3 clusters Score -541931.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -541935.687500 Penalty: 4052.552246 Iteration 36Q: 3 clusters Score -541935.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -541939.750000 Penalty: 4052.552246 Iteration 37Q: 3 clusters Score -541939.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -541940.250000 Penalty: 4052.552246 Iteration 38Q: 3 clusters Score -541940.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -541940.250000 Penalty: 4052.552246 Iteration 39F: 3 clusters Score -541940.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (27692 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27692 members Entering Unmasked Estep Score: -4268128.500000 Penalty: 2536.766846 Iteration 0F: 2 clusters Score -4268128 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13787 members Mstep: Class 2 contains 13905 members Entering Unmasked Estep Score: -4249165.000000 Penalty: 5073.533691 Iteration 0F: 3 clusters Score -4249165 nChanged 12345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13998 members Mstep: Class 2 contains 13694 members Entering Unmasked Estep Score: -4256117.500000 Penalty: 5073.533691 Iteration 1F: 3 clusters Score -4256118 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14183 members Mstep: Class 2 contains 13509 members Entering Unmasked Estep Score: -4257248.500000 Penalty: 5073.533691 Iteration 2F: 3 clusters Score -4257248 nChanged 2032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14445 members Mstep: Class 2 contains 13247 members Entering Unmasked Estep Score: -4258766.000000 Penalty: 5073.533691 Iteration 3F: 3 clusters Score -4258766 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14800 members Mstep: Class 2 contains 12892 members Entering Unmasked Estep Score: -4260235.000000 Penalty: 5073.533691 Iteration 4F: 3 clusters Score -4260235 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15198 members Mstep: Class 2 contains 12494 members Entering Unmasked Estep Score: -4261199.500000 Penalty: 5073.533691 Iteration 5F: 3 clusters Score -4261200 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15545 members Mstep: Class 2 contains 12147 members Entering Unmasked Estep Score: -4261814.000000 Penalty: 5073.533691 Iteration 6Q: 3 clusters Score -4261814 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15841 members Mstep: Class 2 contains 11851 members Entering Unmasked Estep Score: -4262167.500000 Penalty: 5073.533691 Iteration 7Q: 3 clusters Score -4262168 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16071 members Mstep: Class 2 contains 11621 members Entering Unmasked Estep Score: -4262392.500000 Penalty: 5073.533691 Iteration 8Q: 3 clusters Score -4262392 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16302 members Mstep: Class 2 contains 11390 members Entering Unmasked Estep Score: -4262546.500000 Penalty: 5073.533691 Iteration 9Q: 3 clusters Score -4262546 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16539 members Mstep: Class 2 contains 11153 members Entering Unmasked Estep Score: -4262679.500000 Penalty: 5073.533691 Iteration 10Q: 3 clusters Score -4262680 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16833 members Mstep: Class 2 contains 10859 members Entering Unmasked Estep Score: -4262804.500000 Penalty: 5073.533691 Iteration 11Q: 3 clusters Score -4262804 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17204 members Mstep: Class 2 contains 10488 members Entering Unmasked Estep Score: -4262942.000000 Penalty: 5073.533691 Iteration 12Q: 3 clusters Score -4262942 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17635 members Mstep: Class 2 contains 10057 members Entering Unmasked Estep Score: -4263142.000000 Penalty: 5073.533691 Iteration 13Q: 3 clusters Score -4263142 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18151 members Mstep: Class 2 contains 9541 members Entering Unmasked Estep Score: -4263444.500000 Penalty: 5073.533691 Iteration 14Q: 3 clusters Score -4263444 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18754 members Mstep: Class 2 contains 8938 members Entering Unmasked Estep Score: -4263895.000000 Penalty: 5073.533691 Iteration 15Q: 3 clusters Score -4263895 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19446 members Mstep: Class 2 contains 8246 members Entering Unmasked Estep Score: -4264487.000000 Penalty: 5073.533691 Iteration 16Q: 3 clusters Score -4264487 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20192 members Mstep: Class 2 contains 7500 members Entering Unmasked Estep Score: -4265250.000000 Penalty: 5073.533691 Iteration 17Q: 3 clusters Score -4265250 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20891 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -4265850.500000 Penalty: 5073.533691 Iteration 18Q: 3 clusters Score -4265850 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21486 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -4266303.000000 Penalty: 5073.533691 Iteration 19Q: 3 clusters Score -4266303 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22042 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -4266744.000000 Penalty: 5073.533691 Iteration 20F: 3 clusters Score -4266744 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22517 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -4267125.500000 Penalty: 5073.533691 Iteration 21Q: 3 clusters Score -4267126 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22873 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -4267368.500000 Penalty: 5073.533691 Iteration 22Q: 3 clusters Score -4267368 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23122 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -4267535.500000 Penalty: 5073.533691 Iteration 23Q: 3 clusters Score -4267536 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23311 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -4267629.500000 Penalty: 5073.533691 Iteration 24Q: 3 clusters Score -4267630 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -4267672.500000 Penalty: 5073.533691 Iteration 25Q: 3 clusters Score -4267672 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23548 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -4267690.000000 Penalty: 5073.533691 Iteration 26Q: 3 clusters Score -4267690 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23603 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -4267710.500000 Penalty: 5073.533691 Iteration 27Q: 3 clusters Score -4267710 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23647 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -4267725.000000 Penalty: 5073.533691 Iteration 28Q: 3 clusters Score -4267725 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23671 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -4267732.000000 Penalty: 5073.533691 Iteration 29Q: 3 clusters Score -4267732 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23696 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -4267724.000000 Penalty: 5073.533691 Iteration 30Q: 3 clusters Score -4267724 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23714 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -4267726.000000 Penalty: 5073.533691 Iteration 31Q: 3 clusters Score -4267726 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23730 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -4267735.000000 Penalty: 5073.533691 Iteration 32Q: 3 clusters Score -4267735 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23739 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -4267740.000000 Penalty: 5073.533691 Iteration 33Q: 3 clusters Score -4267740 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23748 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -4267736.000000 Penalty: 5073.533691 Iteration 34Q: 3 clusters Score -4267736 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23752 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -4267734.500000 Penalty: 5073.533691 Iteration 35Q: 3 clusters Score -4267734 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23753 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -4267737.500000 Penalty: 5073.533691 Iteration 36Q: 3 clusters Score -4267738 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23753 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -4267737.500000 Penalty: 5073.533691 Iteration 37F: 3 clusters Score -4267738 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (3984 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Entering Unmasked Estep Score: -570806.187500 Penalty: 2055.930420 Iteration 0F: 2 clusters Score -570806.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -567007.875000 Penalty: 4111.860840 Iteration 0F: 3 clusters Score -567007.9 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -567931.125000 Penalty: 4111.860840 Iteration 1F: 3 clusters Score -567931.1 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -568262.687500 Penalty: 4111.860840 Iteration 2F: 3 clusters Score -568262.7 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -568563.937500 Penalty: 4111.860840 Iteration 3F: 3 clusters Score -568563.9 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -568859.375000 Penalty: 4111.860840 Iteration 4F: 3 clusters Score -568859.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -569146.687500 Penalty: 4111.860840 Iteration 5F: 3 clusters Score -569146.7 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -569455.187500 Penalty: 4111.860840 Iteration 6F: 3 clusters Score -569455.2 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -569673.750000 Penalty: 4111.860840 Iteration 7Q: 3 clusters Score -569673.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -569840.625000 Penalty: 4111.860840 Iteration 8Q: 3 clusters Score -569840.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -569986.375000 Penalty: 4111.860840 Iteration 9Q: 3 clusters Score -569986.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -570092.625000 Penalty: 4111.860840 Iteration 10Q: 3 clusters Score -570092.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -570177.312500 Penalty: 4111.860840 Iteration 11Q: 3 clusters Score -570177.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -570255.125000 Penalty: 4111.860840 Iteration 12Q: 3 clusters Score -570255.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -570325.437500 Penalty: 4111.860840 Iteration 13Q: 3 clusters Score -570325.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -570399.375000 Penalty: 4111.860840 Iteration 14Q: 3 clusters Score -570399.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -570472.000000 Penalty: 4111.860840 Iteration 15Q: 3 clusters Score -570472 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -570539.875000 Penalty: 4111.860840 Iteration 16Q: 3 clusters Score -570539.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -570614.875000 Penalty: 4111.860840 Iteration 17Q: 3 clusters Score -570614.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -570682.437500 Penalty: 4111.860840 Iteration 18Q: 3 clusters Score -570682.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -570721.937500 Penalty: 4111.860840 Iteration 19Q: 3 clusters Score -570721.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -570741.250000 Penalty: 4111.860840 Iteration 20F: 3 clusters Score -570741.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -570759.687500 Penalty: 4111.860840 Iteration 21Q: 3 clusters Score -570759.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -570773.750000 Penalty: 4111.860840 Iteration 22Q: 3 clusters Score -570773.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -570782.937500 Penalty: 4111.860840 Iteration 23Q: 3 clusters Score -570782.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -570790.125000 Penalty: 4111.860840 Iteration 24Q: 3 clusters Score -570790.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -570795.625000 Penalty: 4111.860840 Iteration 25Q: 3 clusters Score -570795.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -570799.375000 Penalty: 4111.860840 Iteration 26Q: 3 clusters Score -570799.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -570801.812500 Penalty: 4111.860840 Iteration 27Q: 3 clusters Score -570801.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -570804.000000 Penalty: 4111.860840 Iteration 28Q: 3 clusters Score -570804 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -570806.000000 Penalty: 4111.860840 Iteration 29Q: 3 clusters Score -570806 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -570811.375000 Penalty: 4111.860840 Iteration 30Q: 3 clusters Score -570811.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -570814.750000 Penalty: 4111.860840 Iteration 31Q: 3 clusters Score -570814.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -570819.125000 Penalty: 4111.860840 Iteration 32Q: 3 clusters Score -570819.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -570820.437500 Penalty: 4111.860840 Iteration 33Q: 3 clusters Score -570820.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -570822.250000 Penalty: 4111.860840 Iteration 34Q: 3 clusters Score -570822.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -570822.000000 Penalty: 4111.860840 Iteration 35Q: 3 clusters Score -570822 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -570821.812500 Penalty: 4111.860840 Iteration 36Q: 3 clusters Score -570821.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -570823.125000 Penalty: 4111.860840 Iteration 37Q: 3 clusters Score -570823.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -570823.875000 Penalty: 4111.860840 Iteration 38Q: 3 clusters Score -570823.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -570823.875000 Penalty: 4111.860840 Iteration 39F: 3 clusters Score -570823.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83574 members Mstep: Class 2 contains 51136 members Mstep: Class 3 contains 10980 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27692 members Mstep: Class 6 contains 1389 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 12074 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7807 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105314 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3124 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4659 members Mstep: Class 24 contains 12485 members Mstep: Class 25 contains 5186 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9465 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16007 members Mstep: Class 34 contains 2595 members Entering Unmasked Estep Score: -65624656.000000 Penalty: 109646.468750 Splitting cluster 6 changes total score from -65625772.000000 to -65624656.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (23379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23379 members Entering Unmasked Estep Score: -3646823.250000 Penalty: 2494.779053 Iteration 0F: 2 clusters Score -3646823 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11642 members Mstep: Class 2 contains 11737 members Entering Unmasked Estep Score: -3630593.000000 Penalty: 4989.558105 Iteration 0F: 3 clusters Score -3630593 nChanged 10315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11593 members Mstep: Class 2 contains 11786 members Entering Unmasked Estep Score: -3636201.500000 Penalty: 4989.558105 Iteration 1F: 3 clusters Score -3636202 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11608 members Mstep: Class 2 contains 11771 members Entering Unmasked Estep Score: -3636671.000000 Penalty: 4989.558105 Iteration 2F: 3 clusters Score -3636671 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11689 members Mstep: Class 2 contains 11690 members Entering Unmasked Estep Score: -3637049.250000 Penalty: 4989.558105 Iteration 3Q: 3 clusters Score -3637049 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11851 members Mstep: Class 2 contains 11528 members Entering Unmasked Estep Score: -3637435.000000 Penalty: 4989.558105 Iteration 4Q: 3 clusters Score -3637435 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12074 members Mstep: Class 2 contains 11305 members Entering Unmasked Estep Score: -3637800.750000 Penalty: 4989.558105 Iteration 5Q: 3 clusters Score -3637801 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12381 members Mstep: Class 2 contains 10998 members Entering Unmasked Estep Score: -3638265.750000 Penalty: 4989.558105 Iteration 6Q: 3 clusters Score -3638266 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12757 members Mstep: Class 2 contains 10622 members Entering Unmasked Estep Score: -3638818.000000 Penalty: 4989.558105 Iteration 7Q: 3 clusters Score -3638818 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13205 members Mstep: Class 2 contains 10174 members Entering Unmasked Estep Score: -3639469.500000 Penalty: 4989.558105 Iteration 8F: 3 clusters Score -3639470 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13609 members Mstep: Class 2 contains 9770 members Entering Unmasked Estep Score: -3640074.750000 Penalty: 4989.558105 Iteration 9F: 3 clusters Score -3640075 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13876 members Mstep: Class 2 contains 9503 members Entering Unmasked Estep Score: -3640634.250000 Penalty: 4989.558105 Iteration 10Q: 3 clusters Score -3640634 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13998 members Mstep: Class 2 contains 9381 members Entering Unmasked Estep Score: -3641117.250000 Penalty: 4989.558105 Iteration 11Q: 3 clusters Score -3641117 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14033 members Mstep: Class 2 contains 9346 members Entering Unmasked Estep Score: -3641502.000000 Penalty: 4989.558105 Iteration 12Q: 3 clusters Score -3641502 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13931 members Mstep: Class 2 contains 9448 members Entering Unmasked Estep Score: -3641784.500000 Penalty: 4989.558105 Iteration 13Q: 3 clusters Score -3641784 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13740 members Mstep: Class 2 contains 9639 members Entering Unmasked Estep Score: -3642014.500000 Penalty: 4989.558105 Iteration 14Q: 3 clusters Score -3642014 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13514 members Mstep: Class 2 contains 9865 members Entering Unmasked Estep Score: -3642174.750000 Penalty: 4989.558105 Iteration 15Q: 3 clusters Score -3642175 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13286 members Mstep: Class 2 contains 10093 members Entering Unmasked Estep Score: -3642292.750000 Penalty: 4989.558105 Iteration 16Q: 3 clusters Score -3642293 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13062 members Mstep: Class 2 contains 10317 members Entering Unmasked Estep Score: -3642371.000000 Penalty: 4989.558105 Iteration 17Q: 3 clusters Score -3642371 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12856 members Mstep: Class 2 contains 10523 members Entering Unmasked Estep Score: -3642420.500000 Penalty: 4989.558105 Iteration 18Q: 3 clusters Score -3642420 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12656 members Mstep: Class 2 contains 10723 members Entering Unmasked Estep Score: -3642458.250000 Penalty: 4989.558105 Iteration 19Q: 3 clusters Score -3642458 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12452 members Mstep: Class 2 contains 10927 members Entering Unmasked Estep Score: -3642497.000000 Penalty: 4989.558105 Iteration 20F: 3 clusters Score -3642497 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12261 members Mstep: Class 2 contains 11118 members Entering Unmasked Estep Score: -3642528.000000 Penalty: 4989.558105 Iteration 21Q: 3 clusters Score -3642528 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12072 members Mstep: Class 2 contains 11307 members Entering Unmasked Estep Score: -3642567.250000 Penalty: 4989.558105 Iteration 22Q: 3 clusters Score -3642567 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11869 members Mstep: Class 2 contains 11510 members Entering Unmasked Estep Score: -3642617.500000 Penalty: 4989.558105 Iteration 23Q: 3 clusters Score -3642618 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11665 members Mstep: Class 2 contains 11714 members Entering Unmasked Estep Score: -3642655.000000 Penalty: 4989.558105 Iteration 24Q: 3 clusters Score -3642655 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11443 members Mstep: Class 2 contains 11936 members Entering Unmasked Estep Score: -3642696.250000 Penalty: 4989.558105 Iteration 25Q: 3 clusters Score -3642696 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Mstep: Class 2 contains 12182 members Entering Unmasked Estep Score: -3642733.250000 Penalty: 4989.558105 Iteration 26Q: 3 clusters Score -3642733 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10918 members Mstep: Class 2 contains 12461 members Entering Unmasked Estep Score: -3642790.250000 Penalty: 4989.558105 Iteration 27Q: 3 clusters Score -3642790 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10638 members Mstep: Class 2 contains 12741 members Entering Unmasked Estep Score: -3642852.000000 Penalty: 4989.558105 Iteration 28Q: 3 clusters Score -3642852 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10340 members Mstep: Class 2 contains 13039 members Entering Unmasked Estep Score: -3642932.750000 Penalty: 4989.558105 Iteration 29Q: 3 clusters Score -3642933 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10009 members Mstep: Class 2 contains 13370 members Entering Unmasked Estep Score: -3643008.750000 Penalty: 4989.558105 Iteration 30Q: 3 clusters Score -3643009 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9621 members Mstep: Class 2 contains 13758 members Entering Unmasked Estep Score: -3643120.500000 Penalty: 4989.558105 Iteration 31Q: 3 clusters Score -3643120 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9220 members Mstep: Class 2 contains 14159 members Entering Unmasked Estep Score: -3643211.500000 Penalty: 4989.558105 Iteration 32Q: 3 clusters Score -3643212 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8795 members Mstep: Class 2 contains 14584 members Entering Unmasked Estep Score: -3643323.500000 Penalty: 4989.558105 Iteration 33Q: 3 clusters Score -3643324 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8371 members Mstep: Class 2 contains 15008 members Entering Unmasked Estep Score: -3643449.000000 Penalty: 4989.558105 Iteration 34Q: 3 clusters Score -3643449 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7932 members Mstep: Class 2 contains 15447 members Entering Unmasked Estep Score: -3643580.000000 Penalty: 4989.558105 Iteration 35Q: 3 clusters Score -3643580 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7509 members Mstep: Class 2 contains 15870 members Entering Unmasked Estep Score: -3643711.500000 Penalty: 4989.558105 Iteration 36Q: 3 clusters Score -3643712 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 16274 members Entering Unmasked Estep Score: -3643837.250000 Penalty: 4989.558105 Iteration 37Q: 3 clusters Score -3643837 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 16669 members Entering Unmasked Estep Score: -3643941.250000 Penalty: 4989.558105 Iteration 38Q: 3 clusters Score -3643941 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6340 members Mstep: Class 2 contains 17039 members Entering Unmasked Estep Score: -3644043.250000 Penalty: 4989.558105 Iteration 39Q: 3 clusters Score -3644043 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 17398 members Entering Unmasked Estep Score: -3644157.750000 Penalty: 4989.558105 Iteration 40F: 3 clusters Score -3644158 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 17750 members Entering Unmasked Estep Score: -3644280.500000 Penalty: 4989.558105 Iteration 41Q: 3 clusters Score -3644280 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 18062 members Entering Unmasked Estep Score: -3644351.250000 Penalty: 4989.558105 Iteration 42Q: 3 clusters Score -3644351 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 18332 members Entering Unmasked Estep Score: -3644421.000000 Penalty: 4989.558105 Iteration 43Q: 3 clusters Score -3644421 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 18580 members Entering Unmasked Estep Score: -3644490.250000 Penalty: 4989.558105 Iteration 44Q: 3 clusters Score -3644490 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 18780 members Entering Unmasked Estep Score: -3644535.250000 Penalty: 4989.558105 Iteration 45Q: 3 clusters Score -3644535 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 18960 members Entering Unmasked Estep Score: -3644573.000000 Penalty: 4989.558105 Iteration 46Q: 3 clusters Score -3644573 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 19118 members Entering Unmasked Estep Score: -3644612.000000 Penalty: 4989.558105 Iteration 47Q: 3 clusters Score -3644612 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 19271 members Entering Unmasked Estep Score: -3644656.500000 Penalty: 4989.558105 Iteration 48Q: 3 clusters Score -3644656 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 19416 members Entering Unmasked Estep Score: -3644698.250000 Penalty: 4989.558105 Iteration 49Q: 3 clusters Score -3644698 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 19561 members Entering Unmasked Estep Score: -3644724.250000 Penalty: 4989.558105 Iteration 50Q: 3 clusters Score -3644724 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 19675 members Entering Unmasked Estep Score: -3644735.500000 Penalty: 4989.558105 Iteration 51Q: 3 clusters Score -3644736 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 19762 members Entering Unmasked Estep Score: -3644759.250000 Penalty: 4989.558105 Iteration 52Q: 3 clusters Score -3644759 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 19846 members Entering Unmasked Estep Score: -3644774.250000 Penalty: 4989.558105 Iteration 53Q: 3 clusters Score -3644774 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 19917 members Entering Unmasked Estep Score: -3644791.000000 Penalty: 4989.558105 Iteration 54Q: 3 clusters Score -3644791 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 19983 members Entering Unmasked Estep Score: -3644812.750000 Penalty: 4989.558105 Iteration 55Q: 3 clusters Score -3644813 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 20037 members Entering Unmasked Estep Score: -3644822.500000 Penalty: 4989.558105 Iteration 56Q: 3 clusters Score -3644822 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 20076 members Entering Unmasked Estep Score: -3644837.250000 Penalty: 4989.558105 Iteration 57Q: 3 clusters Score -3644837 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 20114 members Entering Unmasked Estep Score: -3644842.250000 Penalty: 4989.558105 Iteration 58Q: 3 clusters Score -3644842 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 20161 members Entering Unmasked Estep Score: -3644861.500000 Penalty: 4989.558105 Iteration 59Q: 3 clusters Score -3644862 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 20200 members Entering Unmasked Estep Score: -3644871.000000 Penalty: 4989.558105 Iteration 60F: 3 clusters Score -3644871 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 20239 members Entering Unmasked Estep Score: -3644876.000000 Penalty: 4989.558105 Iteration 61Q: 3 clusters Score -3644876 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 20273 members Entering Unmasked Estep Score: -3644871.500000 Penalty: 4989.558105 Iteration 62Q: 3 clusters Score -3644872 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 20307 members Entering Unmasked Estep Score: -3644877.250000 Penalty: 4989.558105 Iteration 63Q: 3 clusters Score -3644877 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 20334 members Entering Unmasked Estep Score: -3644882.250000 Penalty: 4989.558105 Iteration 64Q: 3 clusters Score -3644882 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 20363 members Entering Unmasked Estep Score: -3644894.500000 Penalty: 4989.558105 Iteration 65Q: 3 clusters Score -3644894 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 20395 members Entering Unmasked Estep Score: -3644902.250000 Penalty: 4989.558105 Iteration 66Q: 3 clusters Score -3644902 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 20422 members Entering Unmasked Estep Score: -3644907.250000 Penalty: 4989.558105 Iteration 67Q: 3 clusters Score -3644907 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 20449 members Entering Unmasked Estep Score: -3644916.750000 Penalty: 4989.558105 Iteration 68Q: 3 clusters Score -3644917 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 20478 members Entering Unmasked Estep Score: -3644922.250000 Penalty: 4989.558105 Iteration 69Q: 3 clusters Score -3644922 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 20509 members Entering Unmasked Estep Score: -3644929.750000 Penalty: 4989.558105 Iteration 70Q: 3 clusters Score -3644930 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 20530 members Entering Unmasked Estep Score: -3644936.750000 Penalty: 4989.558105 Iteration 71Q: 3 clusters Score -3644937 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 20555 members Entering Unmasked Estep Score: -3644933.750000 Penalty: 4989.558105 Iteration 72Q: 3 clusters Score -3644934 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 20578 members Entering Unmasked Estep Score: -3644947.250000 Penalty: 4989.558105 Iteration 73Q: 3 clusters Score -3644947 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 20598 members Entering Unmasked Estep Score: -3644953.000000 Penalty: 4989.558105 Iteration 74Q: 3 clusters Score -3644953 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 20622 members Entering Unmasked Estep Score: -3644954.250000 Penalty: 4989.558105 Iteration 75Q: 3 clusters Score -3644954 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 20649 members Entering Unmasked Estep Score: -3644958.250000 Penalty: 4989.558105 Iteration 76Q: 3 clusters Score -3644958 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 20676 members Entering Unmasked Estep Score: -3644962.750000 Penalty: 4989.558105 Iteration 77Q: 3 clusters Score -3644963 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 20698 members Entering Unmasked Estep Score: -3644968.750000 Penalty: 4989.558105 Iteration 78Q: 3 clusters Score -3644969 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 20709 members Entering Unmasked Estep Score: -3644977.750000 Penalty: 4989.558105 Iteration 79Q: 3 clusters Score -3644978 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 20728 members Entering Unmasked Estep Score: -3644980.750000 Penalty: 4989.558105 Iteration 80F: 3 clusters Score -3644981 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 20735 members Entering Unmasked Estep Score: -3644977.500000 Penalty: 4989.558105 Iteration 81Q: 3 clusters Score -3644978 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 20742 members Entering Unmasked Estep Score: -3644985.500000 Penalty: 4989.558105 Iteration 82Q: 3 clusters Score -3644986 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 20742 members Entering Unmasked Estep Score: -3644986.500000 Penalty: 4989.558105 Iteration 83Q: 3 clusters Score -3644986 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 20749 members Entering Unmasked Estep Score: -3644992.500000 Penalty: 4989.558105 Iteration 84Q: 3 clusters Score -3644992 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 20757 members Entering Unmasked Estep Score: -3644988.000000 Penalty: 4989.558105 Iteration 85Q: 3 clusters Score -3644988 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 20768 members Entering Unmasked Estep Score: -3644994.250000 Penalty: 4989.558105 Iteration 86Q: 3 clusters Score -3644994 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 20774 members Entering Unmasked Estep Score: -3644991.750000 Penalty: 4989.558105 Iteration 87Q: 3 clusters Score -3644992 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 20779 members Entering Unmasked Estep Score: -3644990.000000 Penalty: 4989.558105 Iteration 88Q: 3 clusters Score -3644990 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 20784 members Entering Unmasked Estep Score: -3644994.250000 Penalty: 4989.558105 Iteration 89Q: 3 clusters Score -3644994 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 20789 members Entering Unmasked Estep Score: -3644996.250000 Penalty: 4989.558105 Iteration 90Q: 3 clusters Score -3644996 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 20796 members Entering Unmasked Estep Score: -3644994.000000 Penalty: 4989.558105 Iteration 91Q: 3 clusters Score -3644994 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 20803 members Entering Unmasked Estep Score: -3644990.750000 Penalty: 4989.558105 Iteration 92Q: 3 clusters Score -3644991 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 20811 members Entering Unmasked Estep Score: -3644991.750000 Penalty: 4989.558105 Iteration 93Q: 3 clusters Score -3644992 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 20817 members Entering Unmasked Estep Score: -3644993.500000 Penalty: 4989.558105 Iteration 94Q: 3 clusters Score -3644994 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 20826 members Entering Unmasked Estep Score: -3644998.250000 Penalty: 4989.558105 Iteration 95Q: 3 clusters Score -3644998 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 20834 members Entering Unmasked Estep Score: -3644997.500000 Penalty: 4989.558105 Iteration 96Q: 3 clusters Score -3644998 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 20838 members Entering Unmasked Estep Score: -3644992.500000 Penalty: 4989.558105 Iteration 97Q: 3 clusters Score -3644992 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 20841 members Entering Unmasked Estep Score: -3644997.250000 Penalty: 4989.558105 Iteration 98Q: 3 clusters Score -3644997 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 20843 members Entering Unmasked Estep Score: -3644996.250000 Penalty: 4989.558105 Iteration 99Q: 3 clusters Score -3644996 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 20844 members Entering Unmasked Estep Score: -3644997.000000 Penalty: 4989.558105 Iteration 100F: 3 clusters Score -3644997 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (416 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Entering Unmasked Estep Score: -45684.367188 Penalty: 1495.609985 Iteration 0F: 2 clusters Score -45684.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -44484.734375 Penalty: 2991.219971 Iteration 0F: 3 clusters Score -44484.73 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -44943.574219 Penalty: 2991.219971 Iteration 1F: 3 clusters Score -44943.57 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -45261.968750 Penalty: 2991.219971 Iteration 2F: 3 clusters Score -45261.97 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -45695.152344 Penalty: 2991.219971 Iteration 3F: 3 clusters Score -45695.15 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -45788.027344 Penalty: 2991.219971 Iteration 4Q: 3 clusters Score -45788.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -45813.949219 Penalty: 2991.219971 Iteration 5Q: 3 clusters Score -45813.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -45826.570312 Penalty: 2991.219971 Iteration 6Q: 3 clusters Score -45826.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -45855.085938 Penalty: 2991.219971 Iteration 7Q: 3 clusters Score -45855.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -45876.890625 Penalty: 2991.219971 Iteration 8Q: 3 clusters Score -45876.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -45946.355469 Penalty: 2991.219971 Iteration 9Q: 3 clusters Score -45946.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -45971.984375 Penalty: 2991.219971 Iteration 10Q: 3 clusters Score -45971.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -45980.746094 Penalty: 2991.219971 Iteration 11Q: 3 clusters Score -45980.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -46011.832031 Penalty: 2991.219971 Iteration 12Q: 3 clusters Score -46011.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -46032.773438 Penalty: 2991.219971 Iteration 13Q: 3 clusters Score -46032.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -46034.886719 Penalty: 2991.219971 Iteration 14Q: 3 clusters Score -46034.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -46036.820312 Penalty: 2991.219971 Iteration 15Q: 3 clusters Score -46036.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -46042.210938 Penalty: 2991.219971 Iteration 16Q: 3 clusters Score -46042.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -46046.164062 Penalty: 2991.219971 Iteration 17Q: 3 clusters Score -46046.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -46051.675781 Penalty: 2991.219971 Iteration 18Q: 3 clusters Score -46051.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -46053.660156 Penalty: 2991.219971 Iteration 19Q: 3 clusters Score -46053.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -46055.628906 Penalty: 2991.219971 Iteration 20F: 3 clusters Score -46055.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -46064.949219 Penalty: 2991.219971 Iteration 21Q: 3 clusters Score -46064.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -46070.328125 Penalty: 2991.219971 Iteration 22Q: 3 clusters Score -46070.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -46076.550781 Penalty: 2991.219971 Iteration 23Q: 3 clusters Score -46076.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -46076.550781 Penalty: 2991.219971 Iteration 24F: 3 clusters Score -46076.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83574 members Mstep: Class 2 contains 51136 members Mstep: Class 3 contains 10980 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27692 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 112 members Mstep: Class 9 contains 12074 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 7807 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105314 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3124 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4659 members Mstep: Class 24 contains 12485 members Mstep: Class 25 contains 5186 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9465 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16007 members Mstep: Class 34 contains 304 members Entering Unmasked Estep Score: -65624452.000000 Penalty: 109646.468750 Splitting cluster 8 changes total score from -65625772.000000 to -65624452.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (12074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12074 members Entering Unmasked Estep Score: -1734926.375000 Penalty: 2330.904785 Iteration 0F: 2 clusters Score -1734926 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -1726044.500000 Penalty: 4661.809570 Iteration 0F: 3 clusters Score -1726044 nChanged 5112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -1729041.625000 Penalty: 4661.809570 Iteration 1F: 3 clusters Score -1729042 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -1729637.000000 Penalty: 4661.809570 Iteration 2F: 3 clusters Score -1729637 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -1730167.250000 Penalty: 4661.809570 Iteration 3F: 3 clusters Score -1730167 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -1730575.875000 Penalty: 4661.809570 Iteration 4F: 3 clusters Score -1730576 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -1730852.125000 Penalty: 4661.809570 Iteration 5Q: 3 clusters Score -1730852 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 5778 members Entering Unmasked Estep Score: -1731061.500000 Penalty: 4661.809570 Iteration 6Q: 3 clusters Score -1731062 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -1731259.000000 Penalty: 4661.809570 Iteration 7Q: 3 clusters Score -1731259 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -1731420.875000 Penalty: 4661.809570 Iteration 8Q: 3 clusters Score -1731421 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -1731583.250000 Penalty: 4661.809570 Iteration 9Q: 3 clusters Score -1731583 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -1731750.750000 Penalty: 4661.809570 Iteration 10Q: 3 clusters Score -1731751 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -1731898.250000 Penalty: 4661.809570 Iteration 11Q: 3 clusters Score -1731898 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7016 members Mstep: Class 2 contains 5058 members Entering Unmasked Estep Score: -1732022.500000 Penalty: 4661.809570 Iteration 12Q: 3 clusters Score -1732022 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -1732134.625000 Penalty: 4661.809570 Iteration 13Q: 3 clusters Score -1732135 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7239 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -1732250.250000 Penalty: 4661.809570 Iteration 14Q: 3 clusters Score -1732250 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -1732384.750000 Penalty: 4661.809570 Iteration 15Q: 3 clusters Score -1732385 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7402 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -1732512.000000 Penalty: 4661.809570 Iteration 16Q: 3 clusters Score -1732512 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7497 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -1732615.125000 Penalty: 4661.809570 Iteration 17Q: 3 clusters Score -1732615 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7598 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -1732695.250000 Penalty: 4661.809570 Iteration 18Q: 3 clusters Score -1732695 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7696 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -1732758.250000 Penalty: 4661.809570 Iteration 19Q: 3 clusters Score -1732758 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7791 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -1732816.125000 Penalty: 4661.809570 Iteration 20F: 3 clusters Score -1732816 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7882 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -1732863.750000 Penalty: 4661.809570 Iteration 21Q: 3 clusters Score -1732864 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7978 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -1732913.625000 Penalty: 4661.809570 Iteration 22Q: 3 clusters Score -1732914 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8092 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1732955.875000 Penalty: 4661.809570 Iteration 23Q: 3 clusters Score -1732956 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8192 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -1732993.875000 Penalty: 4661.809570 Iteration 24Q: 3 clusters Score -1732994 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8267 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -1733030.375000 Penalty: 4661.809570 Iteration 25Q: 3 clusters Score -1733030 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8337 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -1733049.250000 Penalty: 4661.809570 Iteration 26Q: 3 clusters Score -1733049 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8414 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -1733080.375000 Penalty: 4661.809570 Iteration 27Q: 3 clusters Score -1733080 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8486 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -1733107.250000 Penalty: 4661.809570 Iteration 28Q: 3 clusters Score -1733107 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8547 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -1733139.375000 Penalty: 4661.809570 Iteration 29Q: 3 clusters Score -1733139 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8635 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -1733180.375000 Penalty: 4661.809570 Iteration 30Q: 3 clusters Score -1733180 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8735 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -1733222.500000 Penalty: 4661.809570 Iteration 31Q: 3 clusters Score -1733222 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8843 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -1733271.000000 Penalty: 4661.809570 Iteration 32Q: 3 clusters Score -1733271 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8937 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -1733300.125000 Penalty: 4661.809570 Iteration 33Q: 3 clusters Score -1733300 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9029 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -1733336.625000 Penalty: 4661.809570 Iteration 34Q: 3 clusters Score -1733337 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9118 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -1733372.125000 Penalty: 4661.809570 Iteration 35Q: 3 clusters Score -1733372 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9203 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -1733397.250000 Penalty: 4661.809570 Iteration 36Q: 3 clusters Score -1733397 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -1733423.000000 Penalty: 4661.809570 Iteration 37Q: 3 clusters Score -1733423 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -1733453.000000 Penalty: 4661.809570 Iteration 38Q: 3 clusters Score -1733453 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9422 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -1733474.875000 Penalty: 4661.809570 Iteration 39Q: 3 clusters Score -1733475 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9479 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -1733495.000000 Penalty: 4661.809570 Iteration 40F: 3 clusters Score -1733495 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9540 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -1733519.500000 Penalty: 4661.809570 Iteration 41Q: 3 clusters Score -1733520 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9601 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -1733545.375000 Penalty: 4661.809570 Iteration 42Q: 3 clusters Score -1733545 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9675 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -1733576.125000 Penalty: 4661.809570 Iteration 43Q: 3 clusters Score -1733576 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9743 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -1733605.000000 Penalty: 4661.809570 Iteration 44Q: 3 clusters Score -1733605 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -1733651.000000 Penalty: 4661.809570 Iteration 45Q: 3 clusters Score -1733651 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9900 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -1733694.250000 Penalty: 4661.809570 Iteration 46Q: 3 clusters Score -1733694 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9976 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -1733740.375000 Penalty: 4661.809570 Iteration 47Q: 3 clusters Score -1733740 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10044 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -1733789.000000 Penalty: 4661.809570 Iteration 48Q: 3 clusters Score -1733789 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10122 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -1733845.875000 Penalty: 4661.809570 Iteration 49Q: 3 clusters Score -1733846 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -1733889.500000 Penalty: 4661.809570 Iteration 50Q: 3 clusters Score -1733890 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10234 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -1733918.750000 Penalty: 4661.809570 Iteration 51Q: 3 clusters Score -1733919 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10275 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -1733948.750000 Penalty: 4661.809570 Iteration 52Q: 3 clusters Score -1733949 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10311 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -1733963.125000 Penalty: 4661.809570 Iteration 53Q: 3 clusters Score -1733963 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10342 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -1733984.125000 Penalty: 4661.809570 Iteration 54Q: 3 clusters Score -1733984 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10369 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -1733994.500000 Penalty: 4661.809570 Iteration 55Q: 3 clusters Score -1733994 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10386 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -1734005.250000 Penalty: 4661.809570 Iteration 56Q: 3 clusters Score -1734005 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10402 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -1734013.500000 Penalty: 4661.809570 Iteration 57Q: 3 clusters Score -1734014 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10405 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -1734015.250000 Penalty: 4661.809570 Iteration 58Q: 3 clusters Score -1734015 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10410 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -1734021.375000 Penalty: 4661.809570 Iteration 59Q: 3 clusters Score -1734021 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10415 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -1734023.875000 Penalty: 4661.809570 Iteration 60F: 3 clusters Score -1734024 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10418 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -1734022.125000 Penalty: 4661.809570 Iteration 61Q: 3 clusters Score -1734022 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10423 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -1734022.625000 Penalty: 4661.809570 Iteration 62Q: 3 clusters Score -1734023 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10427 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -1734024.875000 Penalty: 4661.809570 Iteration 63Q: 3 clusters Score -1734025 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10432 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -1734030.875000 Penalty: 4661.809570 Iteration 64Q: 3 clusters Score -1734031 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10434 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -1734031.625000 Penalty: 4661.809570 Iteration 65Q: 3 clusters Score -1734032 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10436 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -1734033.000000 Penalty: 4661.809570 Iteration 66Q: 3 clusters Score -1734033 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10439 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -1734032.750000 Penalty: 4661.809570 Iteration 67Q: 3 clusters Score -1734033 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10439 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -1734032.625000 Penalty: 4661.809570 Iteration 68Q: 3 clusters Score -1734033 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10441 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -1734030.125000 Penalty: 4661.809570 Iteration 69Q: 3 clusters Score -1734030 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10444 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -1734030.625000 Penalty: 4661.809570 Iteration 70Q: 3 clusters Score -1734031 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10448 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -1734034.500000 Penalty: 4661.809570 Iteration 71Q: 3 clusters Score -1734034 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10449 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -1734035.625000 Penalty: 4661.809570 Iteration 72Q: 3 clusters Score -1734036 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10451 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -1734039.500000 Penalty: 4661.809570 Iteration 73Q: 3 clusters Score -1734040 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10453 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -1734038.500000 Penalty: 4661.809570 Iteration 74Q: 3 clusters Score -1734038 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10454 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -1734037.500000 Penalty: 4661.809570 Iteration 75Q: 3 clusters Score -1734038 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10455 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -1734038.500000 Penalty: 4661.809570 Iteration 76Q: 3 clusters Score -1734038 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10455 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -1734038.500000 Penalty: 4661.809570 Iteration 77F: 3 clusters Score -1734038 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (7566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Entering Unmasked Estep Score: -1137869.125000 Penalty: 2214.991943 Iteration 0F: 2 clusters Score -1137869 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -1131813.625000 Penalty: 4429.983887 Iteration 0F: 3 clusters Score -1131814 nChanged 3046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -1133422.125000 Penalty: 4429.983887 Iteration 1F: 3 clusters Score -1133422 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -1133694.125000 Penalty: 4429.983887 Iteration 2F: 3 clusters Score -1133694 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -1133866.375000 Penalty: 4429.983887 Iteration 3Q: 3 clusters Score -1133866 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -1134014.000000 Penalty: 4429.983887 Iteration 4Q: 3 clusters Score -1134014 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -1134141.750000 Penalty: 4429.983887 Iteration 5Q: 3 clusters Score -1134142 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -1134264.750000 Penalty: 4429.983887 Iteration 6Q: 3 clusters Score -1134265 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -1134392.750000 Penalty: 4429.983887 Iteration 7Q: 3 clusters Score -1134393 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -1134536.500000 Penalty: 4429.983887 Iteration 8Q: 3 clusters Score -1134536 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -1134695.875000 Penalty: 4429.983887 Iteration 9Q: 3 clusters Score -1134696 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1134892.250000 Penalty: 4429.983887 Iteration 10Q: 3 clusters Score -1134892 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6098 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -1135086.875000 Penalty: 4429.983887 Iteration 11Q: 3 clusters Score -1135087 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6349 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -1135284.500000 Penalty: 4429.983887 Iteration 12Q: 3 clusters Score -1135284 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -1135446.375000 Penalty: 4429.983887 Iteration 13Q: 3 clusters Score -1135446 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6709 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -1135562.875000 Penalty: 4429.983887 Iteration 14Q: 3 clusters Score -1135563 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -1135643.375000 Penalty: 4429.983887 Iteration 15Q: 3 clusters Score -1135643 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -1135699.375000 Penalty: 4429.983887 Iteration 16Q: 3 clusters Score -1135699 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1135739.750000 Penalty: 4429.983887 Iteration 17Q: 3 clusters Score -1135740 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6980 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1135773.875000 Penalty: 4429.983887 Iteration 18Q: 3 clusters Score -1135774 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -1135801.000000 Penalty: 4429.983887 Iteration 19Q: 3 clusters Score -1135801 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7037 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1135829.125000 Penalty: 4429.983887 Iteration 20F: 3 clusters Score -1135829 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7053 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -1135852.750000 Penalty: 4429.983887 Iteration 21Q: 3 clusters Score -1135853 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7074 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -1135872.125000 Penalty: 4429.983887 Iteration 22Q: 3 clusters Score -1135872 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -1135882.375000 Penalty: 4429.983887 Iteration 23Q: 3 clusters Score -1135882 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7094 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -1135891.000000 Penalty: 4429.983887 Iteration 24Q: 3 clusters Score -1135891 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -1135893.375000 Penalty: 4429.983887 Iteration 25Q: 3 clusters Score -1135893 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7100 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -1135901.750000 Penalty: 4429.983887 Iteration 26Q: 3 clusters Score -1135902 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -1135906.875000 Penalty: 4429.983887 Iteration 27Q: 3 clusters Score -1135907 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -1135909.625000 Penalty: 4429.983887 Iteration 28Q: 3 clusters Score -1135910 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -1135910.125000 Penalty: 4429.983887 Iteration 29Q: 3 clusters Score -1135910 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -1135910.125000 Penalty: 4429.983887 Iteration 30F: 3 clusters Score -1135910 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Entering Unmasked Estep Score: -842318.937500 Penalty: 2140.944336 Iteration 0F: 2 clusters Score -842318.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -837383.312500 Penalty: 4281.888672 Iteration 0F: 3 clusters Score -837383.3 nChanged 2233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -838746.437500 Penalty: 4281.888672 Iteration 1F: 3 clusters Score -838746.4 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -839059.875000 Penalty: 4281.888672 Iteration 2F: 3 clusters Score -839059.9 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -839255.250000 Penalty: 4281.888672 Iteration 3F: 3 clusters Score -839255.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -839385.562500 Penalty: 4281.888672 Iteration 4Q: 3 clusters Score -839385.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -839498.375000 Penalty: 4281.888672 Iteration 5Q: 3 clusters Score -839498.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -839596.750000 Penalty: 4281.888672 Iteration 6Q: 3 clusters Score -839596.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -839714.562500 Penalty: 4281.888672 Iteration 7Q: 3 clusters Score -839714.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -839821.875000 Penalty: 4281.888672 Iteration 8Q: 3 clusters Score -839821.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -839935.375000 Penalty: 4281.888672 Iteration 9Q: 3 clusters Score -839935.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -840063.562500 Penalty: 4281.888672 Iteration 10Q: 3 clusters Score -840063.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -840152.875000 Penalty: 4281.888672 Iteration 11Q: 3 clusters Score -840152.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -840223.062500 Penalty: 4281.888672 Iteration 12Q: 3 clusters Score -840223.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -840295.812500 Penalty: 4281.888672 Iteration 13Q: 3 clusters Score -840295.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -840361.812500 Penalty: 4281.888672 Iteration 14Q: 3 clusters Score -840361.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -840429.437500 Penalty: 4281.888672 Iteration 15Q: 3 clusters Score -840429.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -840496.937500 Penalty: 4281.888672 Iteration 16Q: 3 clusters Score -840496.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -840589.625000 Penalty: 4281.888672 Iteration 17Q: 3 clusters Score -840589.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -840719.250000 Penalty: 4281.888672 Iteration 18Q: 3 clusters Score -840719.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -840855.625000 Penalty: 4281.888672 Iteration 19Q: 3 clusters Score -840855.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -840956.375000 Penalty: 4281.888672 Iteration 20F: 3 clusters Score -840956.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -841027.500000 Penalty: 4281.888672 Iteration 21Q: 3 clusters Score -841027.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -841068.375000 Penalty: 4281.888672 Iteration 22Q: 3 clusters Score -841068.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -841094.687500 Penalty: 4281.888672 Iteration 23Q: 3 clusters Score -841094.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -841114.812500 Penalty: 4281.888672 Iteration 24Q: 3 clusters Score -841114.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -841126.937500 Penalty: 4281.888672 Iteration 25Q: 3 clusters Score -841126.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -841135.250000 Penalty: 4281.888672 Iteration 26Q: 3 clusters Score -841135.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -841137.937500 Penalty: 4281.888672 Iteration 27Q: 3 clusters Score -841137.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -841141.875000 Penalty: 4281.888672 Iteration 28Q: 3 clusters Score -841141.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -841142.937500 Penalty: 4281.888672 Iteration 29Q: 3 clusters Score -841142.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -841142.125000 Penalty: 4281.888672 Iteration 30Q: 3 clusters Score -841142.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -841143.187500 Penalty: 4281.888672 Iteration 31Q: 3 clusters Score -841143.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -841143.187500 Penalty: 4281.888672 Iteration 32F: 3 clusters Score -841143.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Entering Unmasked Estep Score: -63009.675781 Penalty: 1512.879150 Iteration 0F: 2 clusters Score -63009.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -61664.269531 Penalty: 3025.758301 Iteration 0F: 3 clusters Score -61664.27 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -61863.363281 Penalty: 3025.758301 Iteration 1F: 3 clusters Score -61863.36 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -61905.652344 Penalty: 3025.758301 Iteration 2F: 3 clusters Score -61905.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -61913.582031 Penalty: 3025.758301 Iteration 3Q: 3 clusters Score -61913.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -61918.343750 Penalty: 3025.758301 Iteration 4Q: 3 clusters Score -61918.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -61918.343750 Penalty: 3025.758301 Iteration 5F: 3 clusters Score -61918.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Entering Unmasked Estep Score: -35534.394531 Penalty: 1385.637695 Iteration 0F: 2 clusters Score -35534.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -34335.988281 Penalty: 2771.275391 Iteration 0F: 3 clusters Score -34335.99 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -34458.632812 Penalty: 2771.275391 Iteration 1F: 3 clusters Score -34458.63 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -34524.773438 Penalty: 2771.275391 Iteration 2F: 3 clusters Score -34524.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -34573.203125 Penalty: 2771.275391 Iteration 3Q: 3 clusters Score -34573.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -34614.281250 Penalty: 2771.275391 Iteration 4Q: 3 clusters Score -34614.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -34626.945312 Penalty: 2771.275391 Iteration 5Q: 3 clusters Score -34626.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -34629.281250 Penalty: 2771.275391 Iteration 6Q: 3 clusters Score -34629.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -34633.382812 Penalty: 2771.275391 Iteration 7Q: 3 clusters Score -34633.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -34633.382812 Penalty: 2771.275391 Iteration 8F: 3 clusters Score -34633.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (7807 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7807 members Entering Unmasked Estep Score: -1138426.625000 Penalty: 2222.768555 Iteration 0F: 2 clusters Score -1138427 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -1132074.875000 Penalty: 4445.537109 Iteration 0F: 3 clusters Score -1132075 nChanged 3157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -1133799.750000 Penalty: 4445.537109 Iteration 1F: 3 clusters Score -1133800 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1134085.000000 Penalty: 4445.537109 Iteration 2F: 3 clusters Score -1134085 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -1134280.250000 Penalty: 4445.537109 Iteration 3F: 3 clusters Score -1134280 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -1134482.250000 Penalty: 4445.537109 Iteration 4Q: 3 clusters Score -1134482 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -1134665.375000 Penalty: 4445.537109 Iteration 5Q: 3 clusters Score -1134665 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -1134806.375000 Penalty: 4445.537109 Iteration 6Q: 3 clusters Score -1134806 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -1134947.250000 Penalty: 4445.537109 Iteration 7Q: 3 clusters Score -1134947 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -1135084.000000 Penalty: 4445.537109 Iteration 8Q: 3 clusters Score -1135084 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -1135213.625000 Penalty: 4445.537109 Iteration 9Q: 3 clusters Score -1135214 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -1135336.750000 Penalty: 4445.537109 Iteration 10Q: 3 clusters Score -1135337 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -1135494.750000 Penalty: 4445.537109 Iteration 11Q: 3 clusters Score -1135495 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -1135668.375000 Penalty: 4445.537109 Iteration 12Q: 3 clusters Score -1135668 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -1135822.250000 Penalty: 4445.537109 Iteration 13Q: 3 clusters Score -1135822 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -1135970.000000 Penalty: 4445.537109 Iteration 14Q: 3 clusters Score -1135970 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -1136122.625000 Penalty: 4445.537109 Iteration 15Q: 3 clusters Score -1136123 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -1136263.375000 Penalty: 4445.537109 Iteration 16Q: 3 clusters Score -1136263 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -1136402.250000 Penalty: 4445.537109 Iteration 17Q: 3 clusters Score -1136402 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -1136555.500000 Penalty: 4445.537109 Iteration 18Q: 3 clusters Score -1136556 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -1136732.625000 Penalty: 4445.537109 Iteration 19Q: 3 clusters Score -1136733 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -1136945.750000 Penalty: 4445.537109 Iteration 20F: 3 clusters Score -1136946 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -1137131.000000 Penalty: 4445.537109 Iteration 21Q: 3 clusters Score -1137131 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -1137274.625000 Penalty: 4445.537109 Iteration 22Q: 3 clusters Score -1137275 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -1137440.625000 Penalty: 4445.537109 Iteration 23Q: 3 clusters Score -1137441 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -1137690.000000 Penalty: 4445.537109 Iteration 24Q: 3 clusters Score -1137690 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -1138024.500000 Penalty: 4445.537109 Iteration 25Q: 3 clusters Score -1138024 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -1138293.250000 Penalty: 4445.537109 Iteration 26Q: 3 clusters Score -1138293 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -1138434.750000 Penalty: 4445.537109 Iteration 27Q: 3 clusters Score -1138435 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -1138492.375000 Penalty: 4445.537109 Iteration 28Q: 3 clusters Score -1138492 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -1138514.000000 Penalty: 4445.537109 Iteration 29Q: 3 clusters Score -1138514 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -1138525.625000 Penalty: 4445.537109 Iteration 30Q: 3 clusters Score -1138526 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -1138529.375000 Penalty: 4445.537109 Iteration 31Q: 3 clusters Score -1138529 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -1138534.375000 Penalty: 4445.537109 Iteration 32Q: 3 clusters Score -1138534 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -1138535.000000 Penalty: 4445.537109 Iteration 33Q: 3 clusters Score -1138535 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -1138537.875000 Penalty: 4445.537109 Iteration 34Q: 3 clusters Score -1138538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -1138538.625000 Penalty: 4445.537109 Iteration 35Q: 3 clusters Score -1138539 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -1138538.250000 Penalty: 4445.537109 Iteration 36Q: 3 clusters Score -1138538 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -1138539.000000 Penalty: 4445.537109 Iteration 37Q: 3 clusters Score -1138539 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -1138539.500000 Penalty: 4445.537109 Iteration 38Q: 3 clusters Score -1138540 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -1138538.875000 Penalty: 4445.537109 Iteration 39Q: 3 clusters Score -1138539 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -1138538.750000 Penalty: 4445.537109 Iteration 40F: 3 clusters Score -1138539 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -1138539.250000 Penalty: 4445.537109 Iteration 41Q: 3 clusters Score -1138539 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -1138539.250000 Penalty: 4445.537109 Iteration 42F: 3 clusters Score -1138539 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 83574 members Mstep: Class 2 contains 51136 members Mstep: Class 3 contains 10980 members Mstep: Class 4 contains 3535 members Mstep: Class 5 contains 27692 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 23379 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 12074 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 5613 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 267 members Mstep: Class 14 contains 3258 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 288 members Mstep: Class 17 contains 105314 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 3124 members Mstep: Class 21 contains 3122 members Mstep: Class 22 contains 122 members Mstep: Class 23 contains 4659 members Mstep: Class 24 contains 12485 members Mstep: Class 25 contains 5186 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 991 members Mstep: Class 28 contains 3606 members Mstep: Class 29 contains 6275 members Mstep: Class 30 contains 19439 members Mstep: Class 31 contains 9465 members Mstep: Class 32 contains 1573 members Mstep: Class 33 contains 16007 members Mstep: Class 34 contains 4549 members Entering Unmasked Estep Score: -65624928.000000 Penalty: 109646.468750 Splitting cluster 14 changes total score from -65625772.000000 to -65624928.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (1855 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Entering Unmasked Estep Score: -252386.531250 Penalty: 1866.358765 Iteration 0F: 2 clusters Score -252386.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -249899.546875 Penalty: 3732.717529 Iteration 0F: 3 clusters Score -249899.5 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -250451.750000 Penalty: 3732.717529 Iteration 1F: 3 clusters Score -250451.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -250734.968750 Penalty: 3732.717529 Iteration 2F: 3 clusters Score -250735 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -250914.703125 Penalty: 3732.717529 Iteration 3F: 3 clusters Score -250914.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -251053.578125 Penalty: 3732.717529 Iteration 4F: 3 clusters Score -251053.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -251192.171875 Penalty: 3732.717529 Iteration 5Q: 3 clusters Score -251192.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -251325.015625 Penalty: 3732.717529 Iteration 6Q: 3 clusters Score -251325 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -251411.875000 Penalty: 3732.717529 Iteration 7Q: 3 clusters Score -251411.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -251497.640625 Penalty: 3732.717529 Iteration 8Q: 3 clusters Score -251497.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -251560.765625 Penalty: 3732.717529 Iteration 9Q: 3 clusters Score -251560.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -251599.500000 Penalty: 3732.717529 Iteration 10Q: 3 clusters Score -251599.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -251631.281250 Penalty: 3732.717529 Iteration 11Q: 3 clusters Score -251631.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -251657.078125 Penalty: 3732.717529 Iteration 12Q: 3 clusters Score -251657.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -251672.890625 Penalty: 3732.717529 Iteration 13Q: 3 clusters Score -251672.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -251685.765625 Penalty: 3732.717529 Iteration 14Q: 3 clusters Score -251685.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -251693.656250 Penalty: 3732.717529 Iteration 15Q: 3 clusters Score -251693.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -251704.625000 Penalty: 3732.717529 Iteration 16Q: 3 clusters Score -251704.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -251708.562500 Penalty: 3732.717529 Iteration 17Q: 3 clusters Score -251708.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -251709.750000 Penalty: 3732.717529 Iteration 18Q: 3 clusters Score -251709.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -251711.578125 Penalty: 3732.717529 Iteration 19Q: 3 clusters Score -251711.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -251719.687500 Penalty: 3732.717529 Iteration 20F: 3 clusters Score -251719.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -251737.250000 Penalty: 3732.717529 Iteration 21Q: 3 clusters Score -251737.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -251742.687500 Penalty: 3732.717529 Iteration 22Q: 3 clusters Score -251742.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -251742.906250 Penalty: 3732.717529 Iteration 23Q: 3 clusters Score -251742.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -251742.906250 Penalty: 3732.717529 Iteration 24F: 3 clusters Score -251742.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Entering Unmasked Estep Score: -38510.097656 Penalty: 1404.414185 Iteration 0F: 2 clusters Score -38510.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -37329.886719 Penalty: 2808.828369 Iteration 0F: 3 clusters Score -37329.89 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -37441.390625 Penalty: 2808.828369 Iteration 1F: 3 clusters Score -37441.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -37452.882812 Penalty: 2808.828369 Iteration 2Q: 3 clusters Score -37452.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -37453.976562 Penalty: 2808.828369 Iteration 3Q: 3 clusters Score -37453.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -37453.976562 Penalty: 2808.828369 Iteration 4F: 3 clusters Score -37453.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (105314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105314 members Entering Unmasked Estep Score: -16344837.000000 Penalty: 2868.046143 Iteration 0F: 2 clusters Score -1.634484e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52939 members Mstep: Class 2 contains 52375 members Entering Unmasked Estep Score: -16279078.000000 Penalty: 5736.092285 Iteration 0F: 3 clusters Score -1.627908e+07 nChanged 49985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55968 members Mstep: Class 2 contains 49346 members Entering Unmasked Estep Score: -16307641.000000 Penalty: 5736.092285 Iteration 1F: 3 clusters Score -1.630764e+07 nChanged 3529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57883 members Mstep: Class 2 contains 47431 members Entering Unmasked Estep Score: -16308585.000000 Penalty: 5736.092285 Iteration 2Q: 3 clusters Score -1.630858e+07 nChanged 4079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60796 members Mstep: Class 2 contains 44518 members Entering Unmasked Estep Score: -16310184.000000 Penalty: 5736.092285 Iteration 3Q: 3 clusters Score -1.631018e+07 nChanged 5070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65100 members Mstep: Class 2 contains 40214 members Entering Unmasked Estep Score: -16312429.000000 Penalty: 5736.092285 Iteration 4Q: 3 clusters Score -1.631243e+07 nChanged 6383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71087 members Mstep: Class 2 contains 34227 members Entering Unmasked Estep Score: -16316251.000000 Penalty: 5736.092285 Iteration 5F: 3 clusters Score -1.631625e+07 nChanged 7752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78679 members Mstep: Class 2 contains 26635 members Entering Unmasked Estep Score: -16322142.000000 Penalty: 5736.092285 Iteration 6F: 3 clusters Score -1.632214e+07 nChanged 8529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87132 members Mstep: Class 2 contains 18182 members Entering Unmasked Estep Score: -16329696.000000 Penalty: 5736.092285 Iteration 7F: 3 clusters Score -1.63297e+07 nChanged 7750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94868 members Mstep: Class 2 contains 10446 members Entering Unmasked Estep Score: -16336172.000000 Penalty: 5736.092285 Iteration 8F: 3 clusters Score -1.633617e+07 nChanged 5473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100339 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -16339882.000000 Penalty: 5736.092285 Iteration 9F: 3 clusters Score -1.633988e+07 nChanged 2857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103196 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -16341383.000000 Penalty: 5736.092285 Iteration 10Q: 3 clusters Score -1.634138e+07 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104332 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -16341950.000000 Penalty: 5736.092285 Iteration 11Q: 3 clusters Score -1.634195e+07 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104724 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -16342221.000000 Penalty: 5736.092285 Iteration 12Q: 3 clusters Score -1.634222e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104866 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -16342305.000000 Penalty: 5736.092285 Iteration 13Q: 3 clusters Score -1.63423e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104913 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -16342375.000000 Penalty: 5736.092285 Iteration 14Q: 3 clusters Score -1.634238e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104940 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -16342406.000000 Penalty: 5736.092285 Iteration 15Q: 3 clusters Score -1.634241e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104960 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -16342444.000000 Penalty: 5736.092285 Iteration 16Q: 3 clusters Score -1.634244e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104972 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -16342469.000000 Penalty: 5736.092285 Iteration 17Q: 3 clusters Score -1.634247e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104977 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -16342463.000000 Penalty: 5736.092285 Iteration 18Q: 3 clusters Score -1.634246e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104978 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -16342451.000000 Penalty: 5736.092285 Iteration 19Q: 3 clusters Score -1.634245e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104980 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -16342456.000000 Penalty: 5736.092285 Iteration 20F: 3 clusters Score -1.634246e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104982 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -16342458.000000 Penalty: 5736.092285 Iteration 21Q: 3 clusters Score -1.634246e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104983 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -16342475.000000 Penalty: 5736.092285 Iteration 22Q: 3 clusters Score -1.634248e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104983 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -16342475.000000 Penalty: 5736.092285 Iteration 23F: 3 clusters Score -1.634248e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2744 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Entering Unmasked Estep Score: -432180.062500 Penalty: 1963.458618 Iteration 0F: 2 clusters Score -432180.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -429067.156250 Penalty: 3926.917236 Iteration 0F: 3 clusters Score -429067.2 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -429639.593750 Penalty: 3926.917236 Iteration 1F: 3 clusters Score -429639.6 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -429798.093750 Penalty: 3926.917236 Iteration 2F: 3 clusters Score -429798.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -429900.906250 Penalty: 3926.917236 Iteration 3Q: 3 clusters Score -429900.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -429973.625000 Penalty: 3926.917236 Iteration 4Q: 3 clusters Score -429973.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -430019.812500 Penalty: 3926.917236 Iteration 5Q: 3 clusters Score -430019.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -430048.593750 Penalty: 3926.917236 Iteration 6Q: 3 clusters Score -430048.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -430070.968750 Penalty: 3926.917236 Iteration 7Q: 3 clusters Score -430071 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -430098.312500 Penalty: 3926.917236 Iteration 8Q: 3 clusters Score -430098.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -430121.375000 Penalty: 3926.917236 Iteration 9Q: 3 clusters Score -430121.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -430142.562500 Penalty: 3926.917236 Iteration 10Q: 3 clusters Score -430142.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -430167.375000 Penalty: 3926.917236 Iteration 11Q: 3 clusters Score -430167.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -430199.125000 Penalty: 3926.917236 Iteration 12Q: 3 clusters Score -430199.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -430249.687500 Penalty: 3926.917236 Iteration 13Q: 3 clusters Score -430249.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -430311.093750 Penalty: 3926.917236 Iteration 14Q: 3 clusters Score -430311.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -430385.250000 Penalty: 3926.917236 Iteration 15Q: 3 clusters Score -430385.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -430468.125000 Penalty: 3926.917236 Iteration 16Q: 3 clusters Score -430468.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -430542.125000 Penalty: 3926.917236 Iteration 17Q: 3 clusters Score -430542.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -430613.781250 Penalty: 3926.917236 Iteration 18Q: 3 clusters Score -430613.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -430683.843750 Penalty: 3926.917236 Iteration 19Q: 3 clusters Score -430683.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -430730.000000 Penalty: 3926.917236 Iteration 20F: 3 clusters Score -430730 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -430757.812500 Penalty: 3926.917236 Iteration 21Q: 3 clusters Score -430757.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -430775.218750 Penalty: 3926.917236 Iteration 22Q: 3 clusters Score -430775.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -430793.156250 Penalty: 3926.917236 Iteration 23Q: 3 clusters Score -430793.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -430808.750000 Penalty: 3926.917236 Iteration 24Q: 3 clusters Score -430808.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -430818.187500 Penalty: 3926.917236 Iteration 25Q: 3 clusters Score -430818.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -430827.281250 Penalty: 3926.917236 Iteration 26Q: 3 clusters Score -430827.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -430832.718750 Penalty: 3926.917236 Iteration 27Q: 3 clusters Score -430832.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -430839.625000 Penalty: 3926.917236 Iteration 28Q: 3 clusters Score -430839.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -430846.812500 Penalty: 3926.917236 Iteration 29Q: 3 clusters Score -430846.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -430851.687500 Penalty: 3926.917236 Iteration 30Q: 3 clusters Score -430851.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -430854.187500 Penalty: 3926.917236 Iteration 31Q: 3 clusters Score -430854.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -430855.593750 Penalty: 3926.917236 Iteration 32Q: 3 clusters Score -430855.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -430855.593750 Penalty: 3926.917236 Iteration 33F: 3 clusters Score -430855.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8701 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8701 members Entering Unmasked Estep Score: -1313975.500000 Penalty: 2249.656006 Iteration 0F: 2 clusters Score -1313976 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -1307102.375000 Penalty: 4499.312012 Iteration 0F: 3 clusters Score -1307102 nChanged 3577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -1309113.000000 Penalty: 4499.312012 Iteration 1F: 3 clusters Score -1309113 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -1309495.000000 Penalty: 4499.312012 Iteration 2F: 3 clusters Score -1309495 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -1309838.125000 Penalty: 4499.312012 Iteration 3F: 3 clusters Score -1309838 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1310211.000000 Penalty: 4499.312012 Iteration 4F: 3 clusters Score -1310211 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -1310684.500000 Penalty: 4499.312012 Iteration 5F: 3 clusters Score -1310684 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -1311361.500000 Penalty: 4499.312012 Iteration 6F: 3 clusters Score -1311362 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -1312241.750000 Penalty: 4499.312012 Iteration 7F: 3 clusters Score -1312242 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5957 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -1313084.375000 Penalty: 4499.312012 Iteration 8F: 3 clusters Score -1313084 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6132 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -1313599.250000 Penalty: 4499.312012 Iteration 9F: 3 clusters Score -1313599 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -1313838.375000 Penalty: 4499.312012 Iteration 10Q: 3 clusters Score -1313838 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -1313899.250000 Penalty: 4499.312012 Iteration 11Q: 3 clusters Score -1313899 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -1313925.250000 Penalty: 4499.312012 Iteration 12Q: 3 clusters Score -1313925 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -1313933.125000 Penalty: 4499.312012 Iteration 13Q: 3 clusters Score -1313933 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -1313939.500000 Penalty: 4499.312012 Iteration 14Q: 3 clusters Score -1313940 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -1313939.625000 Penalty: 4499.312012 Iteration 15Q: 3 clusters Score -1313940 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -1313939.750000 Penalty: 4499.312012 Iteration 16Q: 3 clusters Score -1313940 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6325 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -1313940.125000 Penalty: 4499.312012 Iteration 17Q: 3 clusters Score -1313940 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6327 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -1313939.250000 Penalty: 4499.312012 Iteration 18Q: 3 clusters Score -1313939 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6327 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -1313939.250000 Penalty: 4499.312012 Iteration 19F: 3 clusters Score -1313939 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Entering Unmasked Estep Score: -456691.406250 Penalty: 1995.623535 Iteration 0F: 2 clusters Score -456691.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -453393.125000 Penalty: 3991.247070 Iteration 0F: 3 clusters Score -453393.1 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -454041.531250 Penalty: 3991.247070 Iteration 1F: 3 clusters Score -454041.5 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -454223.218750 Penalty: 3991.247070 Iteration 2F: 3 clusters Score -454223.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -454327.781250 Penalty: 3991.247070 Iteration 3Q: 3 clusters Score -454327.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -454400.750000 Penalty: 3991.247070 Iteration 4Q: 3 clusters Score -454400.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -454454.406250 Penalty: 3991.247070 Iteration 5Q: 3 clusters Score -454454.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -454500.937500 Penalty: 3991.247070 Iteration 6Q: 3 clusters Score -454500.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -454537.687500 Penalty: 3991.247070 Iteration 7Q: 3 clusters Score -454537.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -454573.781250 Penalty: 3991.247070 Iteration 8Q: 3 clusters Score -454573.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -454607.656250 Penalty: 3991.247070 Iteration 9Q: 3 clusters Score -454607.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -454650.375000 Penalty: 3991.247070 Iteration 10Q: 3 clusters Score -454650.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -454673.468750 Penalty: 3991.247070 Iteration 11Q: 3 clusters Score -454673.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -454695.687500 Penalty: 3991.247070 Iteration 12Q: 3 clusters Score -454695.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -454718.187500 Penalty: 3991.247070 Iteration 13Q: 3 clusters Score -454718.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -454733.937500 Penalty: 3991.247070 Iteration 14Q: 3 clusters Score -454733.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -454754.968750 Penalty: 3991.247070 Iteration 15Q: 3 clusters Score -454755 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -454774.437500 Penalty: 3991.247070 Iteration 16Q: 3 clusters Score -454774.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -454794.812500 Penalty: 3991.247070 Iteration 17Q: 3 clusters Score -454794.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -454821.937500 Penalty: 3991.247070 Iteration 18Q: 3 clusters Score -454821.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -454840.718750 Penalty: 3991.247070 Iteration 19Q: 3 clusters Score -454840.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -454859.375000 Penalty: 3991.247070 Iteration 20F: 3 clusters Score -454859.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -454876.687500 Penalty: 3991.247070 Iteration 21Q: 3 clusters Score -454876.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -454892.750000 Penalty: 3991.247070 Iteration 22Q: 3 clusters Score -454892.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -454914.656250 Penalty: 3991.247070 Iteration 23Q: 3 clusters Score -454914.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -454924.343750 Penalty: 3991.247070 Iteration 24Q: 3 clusters Score -454924.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -454940.437500 Penalty: 3991.247070 Iteration 25Q: 3 clusters Score -454940.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -454954.468750 Penalty: 3991.247070 Iteration 26Q: 3 clusters Score -454954.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -454972.000000 Penalty: 3991.247070 Iteration 27Q: 3 clusters Score -454972 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -454988.875000 Penalty: 3991.247070 Iteration 28Q: 3 clusters Score -454988.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -455008.406250 Penalty: 3991.247070 Iteration 29Q: 3 clusters Score -455008.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -455025.656250 Penalty: 3991.247070 Iteration 30Q: 3 clusters Score -455025.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -455043.687500 Penalty: 3991.247070 Iteration 31Q: 3 clusters Score -455043.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -455050.343750 Penalty: 3991.247070 Iteration 32Q: 3 clusters Score -455050.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -455058.437500 Penalty: 3991.247070 Iteration 33Q: 3 clusters Score -455058.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -455068.000000 Penalty: 3991.247070 Iteration 34Q: 3 clusters Score -455068 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -455077.750000 Penalty: 3991.247070 Iteration 35Q: 3 clusters Score -455077.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -455082.812500 Penalty: 3991.247070 Iteration 36Q: 3 clusters Score -455082.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -455089.250000 Penalty: 3991.247070 Iteration 37Q: 3 clusters Score -455089.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -455093.718750 Penalty: 3991.247070 Iteration 38Q: 3 clusters Score -455093.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -455103.593750 Penalty: 3991.247070 Iteration 39Q: 3 clusters Score -455103.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -455122.406250 Penalty: 3991.247070 Iteration 40F: 3 clusters Score -455122.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -455147.468750 Penalty: 3991.247070 Iteration 41Q: 3 clusters Score -455147.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -455177.062500 Penalty: 3991.247070 Iteration 42Q: 3 clusters Score -455177.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -455205.250000 Penalty: 3991.247070 Iteration 43Q: 3 clusters Score -455205.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -455224.156250 Penalty: 3991.247070 Iteration 44Q: 3 clusters Score -455224.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -455241.312500 Penalty: 3991.247070 Iteration 45Q: 3 clusters Score -455241.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -455259.625000 Penalty: 3991.247070 Iteration 46Q: 3 clusters Score -455259.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -455288.343750 Penalty: 3991.247070 Iteration 47Q: 3 clusters Score -455288.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -455307.562500 Penalty: 3991.247070 Iteration 48Q: 3 clusters Score -455307.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -455322.031250 Penalty: 3991.247070 Iteration 49Q: 3 clusters Score -455322 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -455333.125000 Penalty: 3991.247070 Iteration 50Q: 3 clusters Score -455333.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -455341.062500 Penalty: 3991.247070 Iteration 51Q: 3 clusters Score -455341.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -455347.156250 Penalty: 3991.247070 Iteration 52Q: 3 clusters Score -455347.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -455348.218750 Penalty: 3991.247070 Iteration 53Q: 3 clusters Score -455348.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -455349.406250 Penalty: 3991.247070 Iteration 54Q: 3 clusters Score -455349.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -455349.406250 Penalty: 3991.247070 Iteration 55F: 3 clusters Score -455349.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Entering Unmasked Estep Score: -478823.531250 Penalty: 1995.464844 Iteration 0F: 2 clusters Score -478823.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -475451.562500 Penalty: 3990.929688 Iteration 0F: 3 clusters Score -475451.6 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -476194.375000 Penalty: 3990.929688 Iteration 1F: 3 clusters Score -476194.4 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -476375.687500 Penalty: 3990.929688 Iteration 2F: 3 clusters Score -476375.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -476460.062500 Penalty: 3990.929688 Iteration 3Q: 3 clusters Score -476460.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -476526.562500 Penalty: 3990.929688 Iteration 4Q: 3 clusters Score -476526.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -476572.312500 Penalty: 3990.929688 Iteration 5Q: 3 clusters Score -476572.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -476605.437500 Penalty: 3990.929688 Iteration 6Q: 3 clusters Score -476605.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -476630.187500 Penalty: 3990.929688 Iteration 7Q: 3 clusters Score -476630.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -476661.312500 Penalty: 3990.929688 Iteration 8Q: 3 clusters Score -476661.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -476685.156250 Penalty: 3990.929688 Iteration 9Q: 3 clusters Score -476685.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -476702.750000 Penalty: 3990.929688 Iteration 10Q: 3 clusters Score -476702.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -476720.093750 Penalty: 3990.929688 Iteration 11Q: 3 clusters Score -476720.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -476731.250000 Penalty: 3990.929688 Iteration 12Q: 3 clusters Score -476731.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -476740.906250 Penalty: 3990.929688 Iteration 13Q: 3 clusters Score -476740.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -476748.281250 Penalty: 3990.929688 Iteration 14Q: 3 clusters Score -476748.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -476757.156250 Penalty: 3990.929688 Iteration 15Q: 3 clusters Score -476757.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -476763.312500 Penalty: 3990.929688 Iteration 16Q: 3 clusters Score -476763.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -476768.218750 Penalty: 3990.929688 Iteration 17Q: 3 clusters Score -476768.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -476769.937500 Penalty: 3990.929688 Iteration 18Q: 3 clusters Score -476769.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -476771.437500 Penalty: 3990.929688 Iteration 19Q: 3 clusters Score -476771.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -476771.625000 Penalty: 3990.929688 Iteration 20F: 3 clusters Score -476771.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -476771.125000 Penalty: 3990.929688 Iteration 21Q: 3 clusters Score -476771.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -476771.125000 Penalty: 3990.929688 Iteration 22F: 3 clusters Score -476771.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Entering Unmasked Estep Score: -16014.333984 Penalty: 1191.397217 Iteration 0F: 2 clusters Score -16014.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -15172.408203 Penalty: 2382.794434 Iteration 0F: 3 clusters Score -15172.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -15184.571289 Penalty: 2382.794434 Iteration 1Q: 3 clusters Score -15184.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -15184.571289 Penalty: 2382.794434 Iteration 2F: 3 clusters Score -15184.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Entering Unmasked Estep Score: -689223.250000 Penalty: 2094.745850 Iteration 0F: 2 clusters Score -689223.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -684932.125000 Penalty: 4189.491699 Iteration 0F: 3 clusters Score -684932.1 nChanged 1813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -686248.812500 Penalty: 4189.491699 Iteration 1F: 3 clusters Score -686248.8 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -686848.750000 Penalty: 4189.491699 Iteration 2F: 3 clusters Score -686848.8 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -687471.125000 Penalty: 4189.491699 Iteration 3F: 3 clusters Score -687471.1 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -688057.875000 Penalty: 4189.491699 Iteration 4F: 3 clusters Score -688057.9 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -688481.187500 Penalty: 4189.491699 Iteration 5F: 3 clusters Score -688481.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -688670.625000 Penalty: 4189.491699 Iteration 6Q: 3 clusters Score -688670.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -688774.312500 Penalty: 4189.491699 Iteration 7Q: 3 clusters Score -688774.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -688827.812500 Penalty: 4189.491699 Iteration 8Q: 3 clusters Score -688827.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -688857.312500 Penalty: 4189.491699 Iteration 9Q: 3 clusters Score -688857.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -688880.375000 Penalty: 4189.491699 Iteration 10Q: 3 clusters Score -688880.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -688897.062500 Penalty: 4189.491699 Iteration 11Q: 3 clusters Score -688897.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -688910.125000 Penalty: 4189.491699 Iteration 12Q: 3 clusters Score -688910.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -688925.125000 Penalty: 4189.491699 Iteration 13Q: 3 clusters Score -688925.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -688936.437500 Penalty: 4189.491699 Iteration 14Q: 3 clusters Score -688936.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -688942.937500 Penalty: 4189.491699 Iteration 15Q: 3 clusters Score -688942.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -688951.875000 Penalty: 4189.491699 Iteration 16Q: 3 clusters Score -688951.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -688960.500000 Penalty: 4189.491699 Iteration 17Q: 3 clusters Score -688960.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -688970.000000 Penalty: 4189.491699 Iteration 18Q: 3 clusters Score -688970 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -688973.187500 Penalty: 4189.491699 Iteration 19Q: 3 clusters Score -688973.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -688979.937500 Penalty: 4189.491699 Iteration 20F: 3 clusters Score -688979.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -688984.562500 Penalty: 4189.491699 Iteration 21Q: 3 clusters Score -688984.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -688987.000000 Penalty: 4189.491699 Iteration 22Q: 3 clusters Score -688987 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -688990.500000 Penalty: 4189.491699 Iteration 23Q: 3 clusters Score -688990.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -688993.187500 Penalty: 4189.491699 Iteration 24Q: 3 clusters Score -688993.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -688996.375000 Penalty: 4189.491699 Iteration 25Q: 3 clusters Score -688996.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -688998.250000 Penalty: 4189.491699 Iteration 26Q: 3 clusters Score -688998.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -688999.937500 Penalty: 4189.491699 Iteration 27Q: 3 clusters Score -688999.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -689000.687500 Penalty: 4189.491699 Iteration 28Q: 3 clusters Score -689000.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -689003.187500 Penalty: 4189.491699 Iteration 29Q: 3 clusters Score -689003.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -689005.687500 Penalty: 4189.491699 Iteration 30Q: 3 clusters Score -689005.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -689006.187500 Penalty: 4189.491699 Iteration 31Q: 3 clusters Score -689006.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -689007.562500 Penalty: 4189.491699 Iteration 32Q: 3 clusters Score -689007.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -689008.937500 Penalty: 4189.491699 Iteration 33Q: 3 clusters Score -689008.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -689009.875000 Penalty: 4189.491699 Iteration 34Q: 3 clusters Score -689009.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -689009.875000 Penalty: 4189.491699 Iteration 35F: 3 clusters Score -689009.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (12485 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12485 members Entering Unmasked Estep Score: -1804449.125000 Penalty: 2339.206299 Iteration 0F: 2 clusters Score -1804449 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -1795202.875000 Penalty: 4678.412598 Iteration 0F: 3 clusters Score -1795203 nChanged 5362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -1798209.625000 Penalty: 4678.412598 Iteration 1F: 3 clusters Score -1798210 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -1799016.375000 Penalty: 4678.412598 Iteration 2F: 3 clusters Score -1799016 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -1800137.125000 Penalty: 4678.412598 Iteration 3F: 3 clusters Score -1800137 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -1801294.500000 Penalty: 4678.412598 Iteration 4F: 3 clusters Score -1801294 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 6560 members Entering Unmasked Estep Score: -1802190.250000 Penalty: 4678.412598 Iteration 5F: 3 clusters Score -1802190 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -1802804.125000 Penalty: 4678.412598 Iteration 6F: 3 clusters Score -1802804 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 6688 members Entering Unmasked Estep Score: -1803151.375000 Penalty: 4678.412598 Iteration 7Q: 3 clusters Score -1803151 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -1803363.000000 Penalty: 4678.412598 Iteration 8Q: 3 clusters Score -1803363 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -1803487.500000 Penalty: 4678.412598 Iteration 9Q: 3 clusters Score -1803488 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 6735 members Entering Unmasked Estep Score: -1803554.000000 Penalty: 4678.412598 Iteration 10Q: 3 clusters Score -1803554 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -1803599.625000 Penalty: 4678.412598 Iteration 11Q: 3 clusters Score -1803600 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -1803622.500000 Penalty: 4678.412598 Iteration 12Q: 3 clusters Score -1803622 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -1803648.750000 Penalty: 4678.412598 Iteration 13Q: 3 clusters Score -1803649 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -1803660.375000 Penalty: 4678.412598 Iteration 14Q: 3 clusters Score -1803660 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 6774 members Entering Unmasked Estep Score: -1803669.000000 Penalty: 4678.412598 Iteration 15Q: 3 clusters Score -1803669 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -1803678.250000 Penalty: 4678.412598 Iteration 16Q: 3 clusters Score -1803678 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -1803679.250000 Penalty: 4678.412598 Iteration 17Q: 3 clusters Score -1803679 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -1803680.500000 Penalty: 4678.412598 Iteration 18Q: 3 clusters Score -1803680 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 6802 members Entering Unmasked Estep Score: -1803686.750000 Penalty: 4678.412598 Iteration 19Q: 3 clusters Score -1803687 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -1803686.375000 Penalty: 4678.412598 Iteration 20F: 3 clusters Score -1803686 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -1803695.875000 Penalty: 4678.412598 Iteration 21Q: 3 clusters Score -1803696 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -1803693.750000 Penalty: 4678.412598 Iteration 22Q: 3 clusters Score -1803694 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 6805 members Entering Unmasked Estep Score: -1803694.125000 Penalty: 4678.412598 Iteration 23Q: 3 clusters Score -1803694 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5679 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -1803697.000000 Penalty: 4678.412598 Iteration 24Q: 3 clusters Score -1803697 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 6811 members Entering Unmasked Estep Score: -1803700.375000 Penalty: 4678.412598 Iteration 25Q: 3 clusters Score -1803700 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -1803701.875000 Penalty: 4678.412598 Iteration 26Q: 3 clusters Score -1803702 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 6831 members Entering Unmasked Estep Score: -1803707.375000 Penalty: 4678.412598 Iteration 27Q: 3 clusters Score -1803707 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -1803705.875000 Penalty: 4678.412598 Iteration 28Q: 3 clusters Score -1803706 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 6840 members Entering Unmasked Estep Score: -1803705.125000 Penalty: 4678.412598 Iteration 29Q: 3 clusters Score -1803705 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -1803706.125000 Penalty: 4678.412598 Iteration 30Q: 3 clusters Score -1803706 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -1803709.000000 Penalty: 4678.412598 Iteration 31Q: 3 clusters Score -1803709 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -1803711.375000 Penalty: 4678.412598 Iteration 32Q: 3 clusters Score -1803711 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -1803710.875000 Penalty: 4678.412598 Iteration 33Q: 3 clusters Score -1803711 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -1803708.125000 Penalty: 4678.412598 Iteration 34Q: 3 clusters Score -1803708 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -1803706.375000 Penalty: 4678.412598 Iteration 35Q: 3 clusters Score -1803706 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -1803709.000000 Penalty: 4678.412598 Iteration 36Q: 3 clusters Score -1803709 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -1803708.500000 Penalty: 4678.412598 Iteration 37Q: 3 clusters Score -1803708 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 6870 members Entering Unmasked Estep Score: -1803707.500000 Penalty: 4678.412598 Iteration 38Q: 3 clusters Score -1803708 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 6871 members Entering Unmasked Estep Score: -1803708.375000 Penalty: 4678.412598 Iteration 39Q: 3 clusters Score -1803708 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -1803708.750000 Penalty: 4678.412598 Iteration 40F: 3 clusters Score -1803709 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5186 members Entering Unmasked Estep Score: -718691.937500 Penalty: 2121.322021 Iteration 0F: 2 clusters Score -718691.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -714156.562500 Penalty: 4242.644043 Iteration 0F: 3 clusters Score -714156.6 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -715477.312500 Penalty: 4242.644043 Iteration 1F: 3 clusters Score -715477.3 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -715918.750000 Penalty: 4242.644043 Iteration 2F: 3 clusters Score -715918.8 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -716218.750000 Penalty: 4242.644043 Iteration 3F: 3 clusters Score -716218.8 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -716434.187500 Penalty: 4242.644043 Iteration 4F: 3 clusters Score -716434.2 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -716624.187500 Penalty: 4242.644043 Iteration 5Q: 3 clusters Score -716624.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -716816.875000 Penalty: 4242.644043 Iteration 6Q: 3 clusters Score -716816.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -716987.562500 Penalty: 4242.644043 Iteration 7Q: 3 clusters Score -716987.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -717130.187500 Penalty: 4242.644043 Iteration 8Q: 3 clusters Score -717130.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -717257.250000 Penalty: 4242.644043 Iteration 9Q: 3 clusters Score -717257.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -717377.375000 Penalty: 4242.644043 Iteration 10Q: 3 clusters Score -717377.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -717504.750000 Penalty: 4242.644043 Iteration 11Q: 3 clusters Score -717504.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -717595.250000 Penalty: 4242.644043 Iteration 12Q: 3 clusters Score -717595.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -717653.062500 Penalty: 4242.644043 Iteration 13Q: 3 clusters Score -717653.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -717678.937500 Penalty: 4242.644043 Iteration 14Q: 3 clusters Score -717678.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -717694.000000 Penalty: 4242.644043 Iteration 15Q: 3 clusters Score -717694 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -717710.000000 Penalty: 4242.644043 Iteration 16Q: 3 clusters Score -717710 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -717713.562500 Penalty: 4242.644043 Iteration 17Q: 3 clusters Score -717713.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -717717.187500 Penalty: 4242.644043 Iteration 18Q: 3 clusters Score -717717.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -717720.000000 Penalty: 4242.644043 Iteration 19Q: 3 clusters Score -717720 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -717720.062500 Penalty: 4242.644043 Iteration 20F: 3 clusters Score -717720.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -717722.000000 Penalty: 4242.644043 Iteration 21Q: 3 clusters Score -717722 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -717721.812500 Penalty: 4242.644043 Iteration 22Q: 3 clusters Score -717721.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -717722.125000 Penalty: 4242.644043 Iteration 23Q: 3 clusters Score -717722.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -717724.125000 Penalty: 4242.644043 Iteration 24Q: 3 clusters Score -717724.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -717727.250000 Penalty: 4242.644043 Iteration 25Q: 3 clusters Score -717727.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -717729.187500 Penalty: 4242.644043 Iteration 26Q: 3 clusters Score -717729.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -717729.375000 Penalty: 4242.644043 Iteration 27Q: 3 clusters Score -717729.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -717729.062500 Penalty: 4242.644043 Iteration 28Q: 3 clusters Score -717729.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -717729.062500 Penalty: 4242.644043 Iteration 29F: 3 clusters Score -717729.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Entering Unmasked Estep Score: -78967.226562 Penalty: 1558.927490 Iteration 0F: 2 clusters Score -78967.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -77427.382812 Penalty: 3117.854980 Iteration 0F: 3 clusters Score -77427.38 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -77590.859375 Penalty: 3117.854980 Iteration 1F: 3 clusters Score -77590.86 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -77686.851562 Penalty: 3117.854980 Iteration 2F: 3 clusters Score -77686.85 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -77728.210938 Penalty: 3117.854980 Iteration 3Q: 3 clusters Score -77728.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -77743.390625 Penalty: 3117.854980 Iteration 4Q: 3 clusters Score -77743.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -77757.109375 Penalty: 3117.854980 Iteration 5Q: 3 clusters Score -77757.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -77761.476562 Penalty: 3117.854980 Iteration 6Q: 3 clusters Score -77761.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -77761.476562 Penalty: 3117.854980 Iteration 7F: 3 clusters Score -77761.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Entering Unmasked Estep Score: -142549.953125 Penalty: 1710.881226 Iteration 0F: 2 clusters Score -142550 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -140625.734375 Penalty: 3421.762451 Iteration 0F: 3 clusters Score -140625.7 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -140961.515625 Penalty: 3421.762451 Iteration 1F: 3 clusters Score -140961.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -141182.421875 Penalty: 3421.762451 Iteration 2F: 3 clusters Score -141182.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -141390.484375 Penalty: 3421.762451 Iteration 3F: 3 clusters Score -141390.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -141513.031250 Penalty: 3421.762451 Iteration 4F: 3 clusters Score -141513 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -141650.765625 Penalty: 3421.762451 Iteration 5Q: 3 clusters Score -141650.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -141743.234375 Penalty: 3421.762451 Iteration 6Q: 3 clusters Score -141743.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -141827.453125 Penalty: 3421.762451 Iteration 7Q: 3 clusters Score -141827.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -141920.859375 Penalty: 3421.762451 Iteration 8Q: 3 clusters Score -141920.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -141988.562500 Penalty: 3421.762451 Iteration 9Q: 3 clusters Score -141988.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -142027.828125 Penalty: 3421.762451 Iteration 10Q: 3 clusters Score -142027.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -142034.937500 Penalty: 3421.762451 Iteration 11Q: 3 clusters Score -142034.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -142040.265625 Penalty: 3421.762451 Iteration 12Q: 3 clusters Score -142040.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -142041.031250 Penalty: 3421.762451 Iteration 13Q: 3 clusters Score -142041 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -142041.031250 Penalty: 3421.762451 Iteration 14F: 3 clusters Score -142041 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (3606 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Entering Unmasked Estep Score: -517708.343750 Penalty: 2031.207886 Iteration 0F: 2 clusters Score -517708.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -514069.531250 Penalty: 4062.415771 Iteration 0F: 3 clusters Score -514069.5 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -514880.968750 Penalty: 4062.415771 Iteration 1F: 3 clusters Score -514881 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -515097.781250 Penalty: 4062.415771 Iteration 2F: 3 clusters Score -515097.8 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -515268.125000 Penalty: 4062.415771 Iteration 3F: 3 clusters Score -515268.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -515414.906250 Penalty: 4062.415771 Iteration 4F: 3 clusters Score -515414.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -515567.312500 Penalty: 4062.415771 Iteration 5Q: 3 clusters Score -515567.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -515717.218750 Penalty: 4062.415771 Iteration 6Q: 3 clusters Score -515717.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -515821.093750 Penalty: 4062.415771 Iteration 7Q: 3 clusters Score -515821.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -515909.468750 Penalty: 4062.415771 Iteration 8Q: 3 clusters Score -515909.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -515980.562500 Penalty: 4062.415771 Iteration 9Q: 3 clusters Score -515980.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -516050.781250 Penalty: 4062.415771 Iteration 10Q: 3 clusters Score -516050.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -516116.812500 Penalty: 4062.415771 Iteration 11Q: 3 clusters Score -516116.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -516163.531250 Penalty: 4062.415771 Iteration 12Q: 3 clusters Score -516163.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -516191.812500 Penalty: 4062.415771 Iteration 13Q: 3 clusters Score -516191.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -516221.250000 Penalty: 4062.415771 Iteration 14Q: 3 clusters Score -516221.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -516244.031250 Penalty: 4062.415771 Iteration 15Q: 3 clusters Score -516244 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -516257.968750 Penalty: 4062.415771 Iteration 16Q: 3 clusters Score -516258 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -516266.812500 Penalty: 4062.415771 Iteration 17Q: 3 clusters Score -516266.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -516272.406250 Penalty: 4062.415771 Iteration 18Q: 3 clusters Score -516272.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -516279.312500 Penalty: 4062.415771 Iteration 19Q: 3 clusters Score -516279.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -516284.812500 Penalty: 4062.415771 Iteration 20F: 3 clusters Score -516284.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -516291.562500 Penalty: 4062.415771 Iteration 21Q: 3 clusters Score -516291.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -516296.125000 Penalty: 4062.415771 Iteration 22Q: 3 clusters Score -516296.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -516298.875000 Penalty: 4062.415771 Iteration 23Q: 3 clusters Score -516298.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -516300.031250 Penalty: 4062.415771 Iteration 24Q: 3 clusters Score -516300 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -516301.312500 Penalty: 4062.415771 Iteration 25Q: 3 clusters Score -516301.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -516302.093750 Penalty: 4062.415771 Iteration 26Q: 3 clusters Score -516302.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -516302.093750 Penalty: 4062.415771 Iteration 27F: 3 clusters Score -516302.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (6275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Entering Unmasked Estep Score: -959563.062500 Penalty: 2168.593506 Iteration 0F: 2 clusters Score -959563.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -954275.000000 Penalty: 4337.187012 Iteration 0F: 3 clusters Score -954275 nChanged 2441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -955653.375000 Penalty: 4337.187012 Iteration 1F: 3 clusters Score -955653.4 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -955991.312500 Penalty: 4337.187012 Iteration 2F: 3 clusters Score -955991.3 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -956296.875000 Penalty: 4337.187012 Iteration 3F: 3 clusters Score -956296.9 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -956573.937500 Penalty: 4337.187012 Iteration 4F: 3 clusters Score -956573.9 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -956818.875000 Penalty: 4337.187012 Iteration 5F: 3 clusters Score -956818.9 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -957021.000000 Penalty: 4337.187012 Iteration 6Q: 3 clusters Score -957021 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -957172.250000 Penalty: 4337.187012 Iteration 7Q: 3 clusters Score -957172.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -957287.812500 Penalty: 4337.187012 Iteration 8Q: 3 clusters Score -957287.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -957375.062500 Penalty: 4337.187012 Iteration 9Q: 3 clusters Score -957375.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -957441.937500 Penalty: 4337.187012 Iteration 10Q: 3 clusters Score -957441.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -957485.750000 Penalty: 4337.187012 Iteration 11Q: 3 clusters Score -957485.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 5124 members Entering Unmasked Estep Score: -957516.125000 Penalty: 4337.187012 Iteration 12Q: 3 clusters Score -957516.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -957543.750000 Penalty: 4337.187012 Iteration 13Q: 3 clusters Score -957543.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -957563.937500 Penalty: 4337.187012 Iteration 14Q: 3 clusters Score -957563.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -957578.625000 Penalty: 4337.187012 Iteration 15Q: 3 clusters Score -957578.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -957588.125000 Penalty: 4337.187012 Iteration 16Q: 3 clusters Score -957588.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -957601.000000 Penalty: 4337.187012 Iteration 17Q: 3 clusters Score -957601 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -957610.187500 Penalty: 4337.187012 Iteration 18Q: 3 clusters Score -957610.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -957620.250000 Penalty: 4337.187012 Iteration 19Q: 3 clusters Score -957620.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -957629.125000 Penalty: 4337.187012 Iteration 20F: 3 clusters Score -957629.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 5238 members Entering Unmasked Estep Score: -957633.750000 Penalty: 4337.187012 Iteration 21Q: 3 clusters Score -957633.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -957639.812500 Penalty: 4337.187012 Iteration 22Q: 3 clusters Score -957639.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -957641.250000 Penalty: 4337.187012 Iteration 23Q: 3 clusters Score -957641.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -957643.187500 Penalty: 4337.187012 Iteration 24Q: 3 clusters Score -957643.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -957642.625000 Penalty: 4337.187012 Iteration 25Q: 3 clusters Score -957642.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -957644.562500 Penalty: 4337.187012 Iteration 26Q: 3 clusters Score -957644.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -957645.437500 Penalty: 4337.187012 Iteration 27Q: 3 clusters Score -957645.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -957651.062500 Penalty: 4337.187012 Iteration 28Q: 3 clusters Score -957651.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -957655.812500 Penalty: 4337.187012 Iteration 29Q: 3 clusters Score -957655.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -957658.812500 Penalty: 4337.187012 Iteration 30Q: 3 clusters Score -957658.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -957662.312500 Penalty: 4337.187012 Iteration 31Q: 3 clusters Score -957662.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -957664.437500 Penalty: 4337.187012 Iteration 32Q: 3 clusters Score -957664.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -957666.437500 Penalty: 4337.187012 Iteration 33Q: 3 clusters Score -957666.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -957668.812500 Penalty: 4337.187012 Iteration 34Q: 3 clusters Score -957668.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -957670.250000 Penalty: 4337.187012 Iteration 35Q: 3 clusters Score -957670.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -957672.375000 Penalty: 4337.187012 Iteration 36Q: 3 clusters Score -957672.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 5239 members Entering Unmasked Estep Score: -957675.562500 Penalty: 4337.187012 Iteration 37Q: 3 clusters Score -957675.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -957679.125000 Penalty: 4337.187012 Iteration 38Q: 3 clusters Score -957679.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -957681.375000 Penalty: 4337.187012 Iteration 39Q: 3 clusters Score -957681.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -957685.750000 Penalty: 4337.187012 Iteration 40F: 3 clusters Score -957685.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 5230 members Entering Unmasked Estep Score: -957685.250000 Penalty: 4337.187012 Iteration 41Q: 3 clusters Score -957685.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -957687.000000 Penalty: 4337.187012 Iteration 42Q: 3 clusters Score -957687 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 5230 members Entering Unmasked Estep Score: -957687.812500 Penalty: 4337.187012 Iteration 43Q: 3 clusters Score -957687.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 5230 members Entering Unmasked Estep Score: -957687.812500 Penalty: 4337.187012 Iteration 44F: 3 clusters Score -957687.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (19439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19439 members Entering Unmasked Estep Score: -3024272.500000 Penalty: 2449.009033 Iteration 0F: 2 clusters Score -3024272 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9823 members Mstep: Class 2 contains 9616 members Entering Unmasked Estep Score: -3010599.000000 Penalty: 4898.018066 Iteration 0F: 3 clusters Score -3010599 nChanged 8513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10192 members Mstep: Class 2 contains 9247 members Entering Unmasked Estep Score: -3015130.750000 Penalty: 4898.018066 Iteration 1F: 3 clusters Score -3015131 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 9044 members Entering Unmasked Estep Score: -3015516.250000 Penalty: 4898.018066 Iteration 2F: 3 clusters Score -3015516 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 8827 members Entering Unmasked Estep Score: -3015857.500000 Penalty: 4898.018066 Iteration 3Q: 3 clusters Score -3015858 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10892 members Mstep: Class 2 contains 8547 members Entering Unmasked Estep Score: -3016110.750000 Penalty: 4898.018066 Iteration 4Q: 3 clusters Score -3016111 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 8179 members Entering Unmasked Estep Score: -3016345.500000 Penalty: 4898.018066 Iteration 5Q: 3 clusters Score -3016346 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11716 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -3016594.000000 Penalty: 4898.018066 Iteration 6Q: 3 clusters Score -3016594 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12308 members Mstep: Class 2 contains 7131 members Entering Unmasked Estep Score: -3016936.250000 Penalty: 4898.018066 Iteration 7Q: 3 clusters Score -3016936 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13035 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -3017377.500000 Penalty: 4898.018066 Iteration 8Q: 3 clusters Score -3017378 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13902 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -3017917.250000 Penalty: 4898.018066 Iteration 9Q: 3 clusters Score -3017917 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14919 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -3018609.250000 Penalty: 4898.018066 Iteration 10F: 3 clusters Score -3018609 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15956 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -3019382.000000 Penalty: 4898.018066 Iteration 11F: 3 clusters Score -3019382 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16935 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -3020134.250000 Penalty: 4898.018066 Iteration 12F: 3 clusters Score -3020134 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17737 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -3020784.000000 Penalty: 4898.018066 Iteration 13Q: 3 clusters Score -3020784 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18334 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -3021297.500000 Penalty: 4898.018066 Iteration 14Q: 3 clusters Score -3021298 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18673 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -3021607.250000 Penalty: 4898.018066 Iteration 15Q: 3 clusters Score -3021607 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18868 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -3021792.750000 Penalty: 4898.018066 Iteration 16Q: 3 clusters Score -3021793 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18972 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -3021875.750000 Penalty: 4898.018066 Iteration 17Q: 3 clusters Score -3021876 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19019 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -3021929.750000 Penalty: 4898.018066 Iteration 18Q: 3 clusters Score -3021930 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19059 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -3021978.500000 Penalty: 4898.018066 Iteration 19Q: 3 clusters Score -3021978 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19088 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -3022008.250000 Penalty: 4898.018066 Iteration 20F: 3 clusters Score -3022008 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19099 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -3022025.250000 Penalty: 4898.018066 Iteration 21Q: 3 clusters Score -3022025 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19114 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -3022049.500000 Penalty: 4898.018066 Iteration 22Q: 3 clusters Score -3022050 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19124 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -3022064.000000 Penalty: 4898.018066 Iteration 23Q: 3 clusters Score -3022064 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19124 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -3022070.500000 Penalty: 4898.018066 Iteration 24Q: 3 clusters Score -3022070 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19127 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -3022073.750000 Penalty: 4898.018066 Iteration 25Q: 3 clusters Score -3022074 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19128 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -3022074.000000 Penalty: 4898.018066 Iteration 26Q: 3 clusters Score -3022074 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19128 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -3022074.000000 Penalty: 4898.018066 Iteration 27F: 3 clusters Score -3022074 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (9465 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9465 members Entering Unmasked Estep Score: -1477103.750000 Penalty: 2270.528320 Iteration 0F: 2 clusters Score -1477104 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -1469706.625000 Penalty: 4541.056641 Iteration 0F: 3 clusters Score -1469707 nChanged 3944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -1471712.625000 Penalty: 4541.056641 Iteration 1F: 3 clusters Score -1471713 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -1471979.875000 Penalty: 4541.056641 Iteration 2F: 3 clusters Score -1471980 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -1472182.375000 Penalty: 4541.056641 Iteration 3Q: 3 clusters Score -1472182 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -1472317.750000 Penalty: 4541.056641 Iteration 4Q: 3 clusters Score -1472318 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -1472431.000000 Penalty: 4541.056641 Iteration 5Q: 3 clusters Score -1472431 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -1472514.875000 Penalty: 4541.056641 Iteration 6Q: 3 clusters Score -1472515 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -1472573.250000 Penalty: 4541.056641 Iteration 7Q: 3 clusters Score -1472573 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 4847 members Entering Unmasked Estep Score: -1472616.625000 Penalty: 4541.056641 Iteration 8Q: 3 clusters Score -1472617 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -1472655.750000 Penalty: 4541.056641 Iteration 9Q: 3 clusters Score -1472656 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -1472688.000000 Penalty: 4541.056641 Iteration 10Q: 3 clusters Score -1472688 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -1472711.375000 Penalty: 4541.056641 Iteration 11Q: 3 clusters Score -1472711 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -1472732.750000 Penalty: 4541.056641 Iteration 12Q: 3 clusters Score -1472733 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -1472759.750000 Penalty: 4541.056641 Iteration 13Q: 3 clusters Score -1472760 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 5063 members Entering Unmasked Estep Score: -1472785.250000 Penalty: 4541.056641 Iteration 14Q: 3 clusters Score -1472785 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -1472806.500000 Penalty: 4541.056641 Iteration 15Q: 3 clusters Score -1472806 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -1472831.750000 Penalty: 4541.056641 Iteration 16Q: 3 clusters Score -1472832 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 5239 members Entering Unmasked Estep Score: -1472853.250000 Penalty: 4541.056641 Iteration 17Q: 3 clusters Score -1472853 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -1472879.375000 Penalty: 4541.056641 Iteration 18Q: 3 clusters Score -1472879 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -1472912.500000 Penalty: 4541.056641 Iteration 19Q: 3 clusters Score -1472912 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -1472951.625000 Penalty: 4541.056641 Iteration 20F: 3 clusters Score -1472952 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -1472996.750000 Penalty: 4541.056641 Iteration 21Q: 3 clusters Score -1472997 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 5753 members Entering Unmasked Estep Score: -1473042.000000 Penalty: 4541.056641 Iteration 22Q: 3 clusters Score -1473042 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -1473104.125000 Penalty: 4541.056641 Iteration 23Q: 3 clusters Score -1473104 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -1473178.375000 Penalty: 4541.056641 Iteration 24Q: 3 clusters Score -1473178 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -1473263.375000 Penalty: 4541.056641 Iteration 25Q: 3 clusters Score -1473263 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -1473353.000000 Penalty: 4541.056641 Iteration 26Q: 3 clusters Score -1473353 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 6676 members Entering Unmasked Estep Score: -1473460.375000 Penalty: 4541.056641 Iteration 27Q: 3 clusters Score -1473460 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -1473583.000000 Penalty: 4541.056641 Iteration 28Q: 3 clusters Score -1473583 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 7156 members Entering Unmasked Estep Score: -1473721.625000 Penalty: 4541.056641 Iteration 29Q: 3 clusters Score -1473722 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -1473841.500000 Penalty: 4541.056641 Iteration 30Q: 3 clusters Score -1473842 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 7611 members Entering Unmasked Estep Score: -1473975.750000 Penalty: 4541.056641 Iteration 31Q: 3 clusters Score -1473976 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 7818 members Entering Unmasked Estep Score: -1474104.000000 Penalty: 4541.056641 Iteration 32Q: 3 clusters Score -1474104 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 8021 members Entering Unmasked Estep Score: -1474244.250000 Penalty: 4541.056641 Iteration 33Q: 3 clusters Score -1474244 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -1474361.375000 Penalty: 4541.056641 Iteration 34Q: 3 clusters Score -1474361 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 8367 members Entering Unmasked Estep Score: -1474466.625000 Penalty: 4541.056641 Iteration 35Q: 3 clusters Score -1474467 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 8512 members Entering Unmasked Estep Score: -1474567.625000 Penalty: 4541.056641 Iteration 36Q: 3 clusters Score -1474568 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 8637 members Entering Unmasked Estep Score: -1474666.750000 Penalty: 4541.056641 Iteration 37Q: 3 clusters Score -1474667 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 8717 members Entering Unmasked Estep Score: -1474738.125000 Penalty: 4541.056641 Iteration 38Q: 3 clusters Score -1474738 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 8788 members Entering Unmasked Estep Score: -1474795.375000 Penalty: 4541.056641 Iteration 39Q: 3 clusters Score -1474795 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 8858 members Entering Unmasked Estep Score: -1474864.625000 Penalty: 4541.056641 Iteration 40F: 3 clusters Score -1474865 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 8914 members Entering Unmasked Estep Score: -1474924.000000 Penalty: 4541.056641 Iteration 41Q: 3 clusters Score -1474924 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 8958 members Entering Unmasked Estep Score: -1474964.125000 Penalty: 4541.056641 Iteration 42Q: 3 clusters Score -1474964 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 8994 members Entering Unmasked Estep Score: -1474997.875000 Penalty: 4541.056641 Iteration 43Q: 3 clusters Score -1474998 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 9016 members Entering Unmasked Estep Score: -1475018.000000 Penalty: 4541.056641 Iteration 44Q: 3 clusters Score -1475018 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 9028 members Entering Unmasked Estep Score: -1475032.125000 Penalty: 4541.056641 Iteration 45Q: 3 clusters Score -1475032 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 9034 members Entering Unmasked Estep Score: -1475036.250000 Penalty: 4541.056641 Iteration 46Q: 3 clusters Score -1475036 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 9037 members Entering Unmasked Estep Score: -1475039.500000 Penalty: 4541.056641 Iteration 47Q: 3 clusters Score -1475040 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 9046 members Entering Unmasked Estep Score: -1475049.500000 Penalty: 4541.056641 Iteration 48Q: 3 clusters Score -1475050 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 9054 members Entering Unmasked Estep Score: -1475057.500000 Penalty: 4541.056641 Iteration 49Q: 3 clusters Score -1475058 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 9061 members Entering Unmasked Estep Score: -1475067.250000 Penalty: 4541.056641 Iteration 50Q: 3 clusters Score -1475067 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 9070 members Entering Unmasked Estep Score: -1475076.250000 Penalty: 4541.056641 Iteration 51Q: 3 clusters Score -1475076 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 9078 members Entering Unmasked Estep Score: -1475084.500000 Penalty: 4541.056641 Iteration 52Q: 3 clusters Score -1475084 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 9088 members Entering Unmasked Estep Score: -1475090.250000 Penalty: 4541.056641 Iteration 53Q: 3 clusters Score -1475090 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 9093 members Entering Unmasked Estep Score: -1475093.125000 Penalty: 4541.056641 Iteration 54Q: 3 clusters Score -1475093 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 9091 members Entering Unmasked Estep Score: -1475097.000000 Penalty: 4541.056641 Iteration 55Q: 3 clusters Score -1475097 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 9093 members Entering Unmasked Estep Score: -1475097.375000 Penalty: 4541.056641 Iteration 56Q: 3 clusters Score -1475097 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 9093 members Entering Unmasked Estep Score: -1475097.375000 Penalty: 4541.056641 Iteration 57F: 3 clusters Score -1475097 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1573 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Entering Unmasked Estep Score: -222410.484375 Penalty: 1825.463501 Iteration 0F: 2 clusters Score -222410.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -220113.375000 Penalty: 3650.927002 Iteration 0F: 3 clusters Score -220113.4 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -220698.218750 Penalty: 3650.927002 Iteration 1F: 3 clusters Score -220698.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -221051.437500 Penalty: 3650.927002 Iteration 2F: 3 clusters Score -221051.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -221486.140625 Penalty: 3650.927002 Iteration 3F: 3 clusters Score -221486.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -221768.687500 Penalty: 3650.927002 Iteration 4F: 3 clusters Score -221768.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -221940.578125 Penalty: 3650.927002 Iteration 5F: 3 clusters Score -221940.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -222063.593750 Penalty: 3650.927002 Iteration 6Q: 3 clusters Score -222063.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -222133.890625 Penalty: 3650.927002 Iteration 7Q: 3 clusters Score -222133.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -222177.453125 Penalty: 3650.927002 Iteration 8Q: 3 clusters Score -222177.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -222189.875000 Penalty: 3650.927002 Iteration 9Q: 3 clusters Score -222189.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -222192.656250 Penalty: 3650.927002 Iteration 10Q: 3 clusters Score -222192.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -222194.890625 Penalty: 3650.927002 Iteration 11Q: 3 clusters Score -222194.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -222195.781250 Penalty: 3650.927002 Iteration 12Q: 3 clusters Score -222195.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -222197.921875 Penalty: 3650.927002 Iteration 13Q: 3 clusters Score -222197.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -222199.140625 Penalty: 3650.927002 Iteration 14Q: 3 clusters Score -222199.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -222199.140625 Penalty: 3650.927002 Iteration 15F: 3 clusters Score -222199.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (16007 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16007 members Entering Unmasked Estep Score: -2357910.250000 Penalty: 2400.833740 Iteration 0F: 2 clusters Score -2357910 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7850 members Mstep: Class 2 contains 8157 members Entering Unmasked Estep Score: -2346463.750000 Penalty: 4801.667480 Iteration 0F: 3 clusters Score -2346464 nChanged 6816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7452 members Mstep: Class 2 contains 8555 members Entering Unmasked Estep Score: -2350081.000000 Penalty: 4801.667480 Iteration 1F: 3 clusters Score -2350081 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7189 members Mstep: Class 2 contains 8818 members Entering Unmasked Estep Score: -2350494.750000 Penalty: 4801.667480 Iteration 2F: 3 clusters Score -2350495 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 9137 members Entering Unmasked Estep Score: -2350828.250000 Penalty: 4801.667480 Iteration 3Q: 3 clusters Score -2350828 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 9506 members Entering Unmasked Estep Score: -2351149.250000 Penalty: 4801.667480 Iteration 4Q: 3 clusters Score -2351149 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 9935 members Entering Unmasked Estep Score: -2351470.000000 Penalty: 4801.667480 Iteration 5Q: 3 clusters Score -2351470 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5542 members Mstep: Class 2 contains 10465 members Entering Unmasked Estep Score: -2351819.500000 Penalty: 4801.667480 Iteration 6Q: 3 clusters Score -2351820 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 11085 members Entering Unmasked Estep Score: -2352279.250000 Penalty: 4801.667480 Iteration 7Q: 3 clusters Score -2352279 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 11814 members Entering Unmasked Estep Score: -2352809.250000 Penalty: 4801.667480 Iteration 8Q: 3 clusters Score -2352809 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 12569 members Entering Unmasked Estep Score: -2353373.250000 Penalty: 4801.667480 Iteration 9Q: 3 clusters Score -2353373 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 13340 members Entering Unmasked Estep Score: -2353986.000000 Penalty: 4801.667480 Iteration 10Q: 3 clusters Score -2353986 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 13987 members Entering Unmasked Estep Score: -2354505.500000 Penalty: 4801.667480 Iteration 11Q: 3 clusters Score -2354506 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 14492 members Entering Unmasked Estep Score: -2354927.250000 Penalty: 4801.667480 Iteration 12Q: 3 clusters Score -2354927 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 14868 members Entering Unmasked Estep Score: -2355245.750000 Penalty: 4801.667480 Iteration 13Q: 3 clusters Score -2355246 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 15146 members Entering Unmasked Estep Score: -2355511.000000 Penalty: 4801.667480 Iteration 14Q: 3 clusters Score -2355511 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 15301 members Entering Unmasked Estep Score: -2355644.250000 Penalty: 4801.667480 Iteration 15Q: 3 clusters Score -2355644 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 15392 members Entering Unmasked Estep Score: -2355726.500000 Penalty: 4801.667480 Iteration 16Q: 3 clusters Score -2355726 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 15452 members Entering Unmasked Estep Score: -2355783.750000 Penalty: 4801.667480 Iteration 17Q: 3 clusters Score -2355784 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 15488 members Entering Unmasked Estep Score: -2355820.000000 Penalty: 4801.667480 Iteration 18Q: 3 clusters Score -2355820 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 15506 members Entering Unmasked Estep Score: -2355834.250000 Penalty: 4801.667480 Iteration 19Q: 3 clusters Score -2355834 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 15511 members Entering Unmasked Estep Score: -2355841.250000 Penalty: 4801.667480 Iteration 20F: 3 clusters Score -2355841 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 15518 members Entering Unmasked Estep Score: -2355846.000000 Penalty: 4801.667480 Iteration 21Q: 3 clusters Score -2355846 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 15524 members Entering Unmasked Estep Score: -2355847.000000 Penalty: 4801.667480 Iteration 22Q: 3 clusters Score -2355847 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 15529 members Entering Unmasked Estep Score: -2355849.500000 Penalty: 4801.667480 Iteration 23Q: 3 clusters Score -2355850 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 15536 members Entering Unmasked Estep Score: -2355857.250000 Penalty: 4801.667480 Iteration 24Q: 3 clusters Score -2355857 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 15544 members Entering Unmasked Estep Score: -2355871.000000 Penalty: 4801.667480 Iteration 25Q: 3 clusters Score -2355871 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 15550 members Entering Unmasked Estep Score: -2355878.500000 Penalty: 4801.667480 Iteration 26Q: 3 clusters Score -2355878 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 15554 members Entering Unmasked Estep Score: -2355882.750000 Penalty: 4801.667480 Iteration 27Q: 3 clusters Score -2355883 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 15556 members Entering Unmasked Estep Score: -2355887.750000 Penalty: 4801.667480 Iteration 28Q: 3 clusters Score -2355888 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 15559 members Entering Unmasked Estep Score: -2355889.500000 Penalty: 4801.667480 Iteration 29Q: 3 clusters Score -2355890 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 15560 members Entering Unmasked Estep Score: -2355892.000000 Penalty: 4801.667480 Iteration 30Q: 3 clusters Score -2355892 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 15560 members Entering Unmasked Estep Score: -2355892.000000 Penalty: 4801.667480 Iteration 31F: 3 clusters Score -2355892 nChanged 0 --- Evaluating fit on full set of 1332047 points --- Entering Unmasked Estep Score: -197071168.000000 Penalty: 115412.625000 20->34 Clusters: Score -197071168.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 444015 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22146 members Mstep: Class 2 contains 22286 members Mstep: Class 3 contains 22079 members Mstep: Class 4 contains 22070 members Mstep: Class 5 contains 22394 members Mstep: Class 6 contains 22286 members Mstep: Class 7 contains 22158 members Mstep: Class 8 contains 22045 members Mstep: Class 9 contains 22086 members Mstep: Class 10 contains 22047 members Mstep: Class 11 contains 22249 members Mstep: Class 12 contains 22311 members Mstep: Class 13 contains 22242 members Mstep: Class 14 contains 22417 members Mstep: Class 15 contains 22142 members Mstep: Class 16 contains 22482 members Mstep: Class 17 contains 21902 members Mstep: Class 18 contains 22256 members Mstep: Class 19 contains 22185 members Mstep: Class 20 contains 22232 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 358.492371 but Gain 3224.894531 Score: -61637720.000000 Penalty: 61273.027344 Iteration 0F: 20 clusters Score -6.163772e+07 nChanged 420490 Entering Unmasked Mstep Mstep: Class 0 contains 1168 members Mstep: Class 1 contains 8010 members Mstep: Class 2 contains 7148 members Mstep: Class 3 contains 5080 members Mstep: Class 4 contains 3064 members Mstep: Class 5 contains 1202 members Mstep: Class 6 contains 13866 members Mstep: Class 7 contains 5401 members Mstep: Class 8 contains 1832 members Mstep: Class 9 contains 21264 members Mstep: Class 10 contains 3399 members Mstep: Class 11 contains 145531 members Mstep: Class 12 contains 4060 members Mstep: Class 13 contains 8285 members Mstep: Class 14 contains 27266 members Mstep: Class 15 contains 9132 members Mstep: Class 16 contains 39131 members Mstep: Class 17 contains 4262 members Mstep: Class 18 contains 7515 members Mstep: Class 20 contains 127399 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 1665.641479 but Gain 3224.898438 Score: -64014708.000000 Penalty: 58048.128906 Iteration 1F: 19 clusters Score -6.401471e+07 nChanged 152817 Entering Unmasked Mstep Mstep: Class 0 contains 275 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 4722 members Mstep: Class 3 contains 4414 members Mstep: Class 4 contains 2337 members Mstep: Class 6 contains 11239 members Mstep: Class 7 contains 2673 members Mstep: Class 8 contains 3338 members Mstep: Class 9 contains 23294 members Mstep: Class 10 contains 2908 members Mstep: Class 11 contains 143487 members Mstep: Class 12 contains 3868 members Mstep: Class 13 contains 9012 members Mstep: Class 14 contains 17558 members Mstep: Class 15 contains 7315 members Mstep: Class 16 contains 26061 members Mstep: Class 17 contains 2269 members Mstep: Class 18 contains 5935 members Mstep: Class 20 contains 166255 members Entering Unmasked Estep ConsiderDeletion Score: -64349808.000000 Penalty: 58048.128906 Iteration 2F: 19 clusters Score -6.434981e+07 nChanged 109954 Entering Unmasked Mstep Mstep: Class 0 contains 156 members Mstep: Class 1 contains 7029 members Mstep: Class 2 contains 4863 members Mstep: Class 3 contains 5356 members Mstep: Class 4 contains 1329 members Mstep: Class 6 contains 12363 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 4368 members Mstep: Class 9 contains 26575 members Mstep: Class 10 contains 2937 members Mstep: Class 11 contains 114179 members Mstep: Class 12 contains 6021 members Mstep: Class 13 contains 11769 members Mstep: Class 14 contains 16310 members Mstep: Class 15 contains 9677 members Mstep: Class 16 contains 26325 members Mstep: Class 17 contains 2969 members Mstep: Class 18 contains 4004 members Mstep: Class 20 contains 186169 members Entering Unmasked Estep ConsiderDeletion Score: -64648788.000000 Penalty: 58048.128906 Iteration 3F: 19 clusters Score -6.464879e+07 nChanged 104638 Entering Unmasked Mstep Mstep: Class 0 contains 148 members Mstep: Class 1 contains 6874 members Mstep: Class 2 contains 5782 members Mstep: Class 3 contains 6838 members Mstep: Class 4 contains 1323 members Mstep: Class 6 contains 15281 members Mstep: Class 7 contains 1236 members Mstep: Class 8 contains 3518 members Mstep: Class 9 contains 24647 members Mstep: Class 10 contains 2990 members Mstep: Class 11 contains 75746 members Mstep: Class 12 contains 8559 members Mstep: Class 13 contains 12865 members Mstep: Class 14 contains 24703 members Mstep: Class 15 contains 17208 members Mstep: Class 16 contains 29581 members Mstep: Class 17 contains 4783 members Mstep: Class 18 contains 2306 members Mstep: Class 20 contains 199627 members Entering Unmasked Estep ConsiderDeletion Score: -65007728.000000 Penalty: 58048.128906 Iteration 4F: 19 clusters Score -6.500773e+07 nChanged 77430 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 7623 members Mstep: Class 3 contains 7942 members Mstep: Class 4 contains 1573 members Mstep: Class 6 contains 16625 members Mstep: Class 7 contains 1152 members Mstep: Class 8 contains 2546 members Mstep: Class 9 contains 20784 members Mstep: Class 10 contains 3160 members Mstep: Class 11 contains 43558 members Mstep: Class 12 contains 9522 members Mstep: Class 13 contains 12787 members Mstep: Class 14 contains 29391 members Mstep: Class 15 contains 29034 members Mstep: Class 16 contains 32714 members Mstep: Class 17 contains 7187 members Mstep: Class 18 contains 1730 members Mstep: Class 20 contains 210812 members Entering Unmasked Estep ConsiderDeletion Score: -65156792.000000 Penalty: 58048.128906 Iteration 5F: 19 clusters Score -6.515679e+07 nChanged 45207 Entering Unmasked Mstep Mstep: Class 0 contains 117 members Mstep: Class 1 contains 5313 members Mstep: Class 2 contains 10290 members Mstep: Class 3 contains 8751 members Mstep: Class 4 contains 1745 members Mstep: Class 6 contains 16297 members Mstep: Class 7 contains 1147 members Mstep: Class 8 contains 1939 members Mstep: Class 9 contains 18904 members Mstep: Class 10 contains 3258 members Mstep: Class 11 contains 28407 members Mstep: Class 12 contains 10645 members Mstep: Class 13 contains 12276 members Mstep: Class 14 contains 28545 members Mstep: Class 15 contains 37783 members Mstep: Class 16 contains 35370 members Mstep: Class 17 contains 9776 members Mstep: Class 18 contains 1593 members Mstep: Class 20 contains 211859 members Entering Unmasked Estep ConsiderDeletion Score: -65260548.000000 Penalty: 58048.128906 Iteration 6F: 19 clusters Score -6.526055e+07 nChanged 30472 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 13208 members Mstep: Class 3 contains 9124 members Mstep: Class 4 contains 1834 members Mstep: Class 6 contains 15621 members Mstep: Class 7 contains 1146 members Mstep: Class 8 contains 1661 members Mstep: Class 9 contains 17434 members Mstep: Class 10 contains 3290 members Mstep: Class 11 contains 19904 members Mstep: Class 12 contains 11493 members Mstep: Class 13 contains 11507 members Mstep: Class 14 contains 29425 members Mstep: Class 15 contains 40979 members Mstep: Class 16 contains 36764 members Mstep: Class 17 contains 13403 members Mstep: Class 18 contains 1536 members Mstep: Class 20 contains 209477 members Entering Unmasked Estep ConsiderDeletion Score: -65322856.000000 Penalty: 58048.128906 Iteration 7F: 19 clusters Score -6.532286e+07 nChanged 23264 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 16281 members Mstep: Class 3 contains 9298 members Mstep: Class 4 contains 1861 members Mstep: Class 6 contains 15176 members Mstep: Class 7 contains 1146 members Mstep: Class 8 contains 1534 members Mstep: Class 9 contains 16189 members Mstep: Class 10 contains 3226 members Mstep: Class 11 contains 16608 members Mstep: Class 12 contains 11283 members Mstep: Class 13 contains 10411 members Mstep: Class 14 contains 30008 members Mstep: Class 15 contains 41490 members Mstep: Class 16 contains 37229 members Mstep: Class 17 contains 17939 members Mstep: Class 18 contains 1497 members Mstep: Class 20 contains 205878 members Entering Unmasked Estep ConsiderDeletion Score: -65357312.000000 Penalty: 58048.128906 Iteration 8F: 19 clusters Score -6.535731e+07 nChanged 18150 Entering Unmasked Mstep Mstep: Class 0 contains 104 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 19283 members Mstep: Class 3 contains 9402 members Mstep: Class 4 contains 1917 members Mstep: Class 6 contains 15271 members Mstep: Class 7 contains 1146 members Mstep: Class 8 contains 1462 members Mstep: Class 9 contains 15019 members Mstep: Class 10 contains 3148 members Mstep: Class 11 contains 15431 members Mstep: Class 12 contains 10989 members Mstep: Class 13 contains 9387 members Mstep: Class 14 contains 30507 members Mstep: Class 15 contains 41448 members Mstep: Class 16 contains 37400 members Mstep: Class 17 contains 20942 members Mstep: Class 18 contains 1479 members Mstep: Class 20 contains 202258 members Entering Unmasked Estep ConsiderDeletion Score: -65380128.000000 Penalty: 58048.128906 Iteration 9Q: 19 clusters Score -6.538013e+07 nChanged 15046 Entering Unmasked Mstep Mstep: Class 0 contains 104 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 21978 members Mstep: Class 3 contains 9437 members Mstep: Class 4 contains 1930 members Mstep: Class 6 contains 15553 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1423 members Mstep: Class 9 contains 13933 members Mstep: Class 10 contains 3078 members Mstep: Class 11 contains 14731 members Mstep: Class 12 contains 10935 members Mstep: Class 13 contains 8558 members Mstep: Class 14 contains 31024 members Mstep: Class 15 contains 41268 members Mstep: Class 16 contains 37599 members Mstep: Class 17 contains 23056 members Mstep: Class 18 contains 1478 members Mstep: Class 20 contains 198878 members Entering Unmasked Estep ConsiderDeletion Score: -65395364.000000 Penalty: 58048.128906 Iteration 10Q: 19 clusters Score -6.539536e+07 nChanged 12915 Entering Unmasked Mstep Mstep: Class 0 contains 104 members Mstep: Class 1 contains 8311 members Mstep: Class 2 contains 24299 members Mstep: Class 3 contains 9417 members Mstep: Class 4 contains 1958 members Mstep: Class 6 contains 15583 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1398 members Mstep: Class 9 contains 13018 members Mstep: Class 10 contains 3005 members Mstep: Class 11 contains 13783 members Mstep: Class 12 contains 11096 members Mstep: Class 13 contains 7993 members Mstep: Class 14 contains 31654 members Mstep: Class 15 contains 40897 members Mstep: Class 16 contains 38298 members Mstep: Class 17 contains 24788 members Mstep: Class 18 contains 1478 members Mstep: Class 20 contains 195790 members Entering Unmasked Estep ConsiderDeletion Score: -65409192.000000 Penalty: 58048.128906 Iteration 11Q: 19 clusters Score -6.540919e+07 nChanged 11666 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 8620 members Mstep: Class 2 contains 26243 members Mstep: Class 3 contains 9364 members Mstep: Class 4 contains 2002 members Mstep: Class 6 contains 15473 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1374 members Mstep: Class 9 contains 12175 members Mstep: Class 10 contains 2952 members Mstep: Class 11 contains 13021 members Mstep: Class 12 contains 11353 members Mstep: Class 13 contains 7630 members Mstep: Class 14 contains 32452 members Mstep: Class 15 contains 40115 members Mstep: Class 16 contains 39546 members Mstep: Class 17 contains 26166 members Mstep: Class 18 contains 1477 members Mstep: Class 20 contains 192802 members Entering Unmasked Estep ConsiderDeletion Score: -65422004.000000 Penalty: 58048.128906 Iteration 12Q: 19 clusters Score -6.5422e+07 nChanged 10674 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 8815 members Mstep: Class 2 contains 27534 members Mstep: Class 3 contains 9313 members Mstep: Class 4 contains 2060 members Mstep: Class 6 contains 15277 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1364 members Mstep: Class 9 contains 11469 members Mstep: Class 10 contains 2901 members Mstep: Class 11 contains 12462 members Mstep: Class 12 contains 11607 members Mstep: Class 13 contains 7553 members Mstep: Class 14 contains 33297 members Mstep: Class 15 contains 39152 members Mstep: Class 16 contains 41405 members Mstep: Class 17 contains 27070 members Mstep: Class 18 contains 1478 members Mstep: Class 20 contains 190006 members Entering Unmasked Estep ConsiderDeletion Score: -65430608.000000 Penalty: 58048.128906 Iteration 13Q: 19 clusters Score -6.543061e+07 nChanged 9793 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 8907 members Mstep: Class 2 contains 28412 members Mstep: Class 3 contains 9265 members Mstep: Class 4 contains 2136 members Mstep: Class 6 contains 15100 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1353 members Mstep: Class 9 contains 10870 members Mstep: Class 10 contains 2884 members Mstep: Class 11 contains 11862 members Mstep: Class 12 contains 11940 members Mstep: Class 13 contains 7563 members Mstep: Class 14 contains 33983 members Mstep: Class 15 contains 38485 members Mstep: Class 16 contains 43714 members Mstep: Class 17 contains 27621 members Mstep: Class 18 contains 1478 members Mstep: Class 20 contains 187189 members Entering Unmasked Estep ConsiderDeletion Score: -65438304.000000 Penalty: 58048.128906 Iteration 14Q: 19 clusters Score -6.54383e+07 nChanged 9032 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 9006 members Mstep: Class 2 contains 28884 members Mstep: Class 3 contains 9238 members Mstep: Class 4 contains 2210 members Mstep: Class 6 contains 14921 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1344 members Mstep: Class 9 contains 10413 members Mstep: Class 10 contains 2886 members Mstep: Class 11 contains 11143 members Mstep: Class 12 contains 12317 members Mstep: Class 13 contains 7651 members Mstep: Class 14 contains 34483 members Mstep: Class 15 contains 38147 members Mstep: Class 16 contains 46314 members Mstep: Class 17 contains 27911 members Mstep: Class 18 contains 1478 members Mstep: Class 20 contains 184413 members Entering Unmasked Estep ConsiderDeletion Score: -65444604.000000 Penalty: 58048.128906 Iteration 15Q: 19 clusters Score -6.54446e+07 nChanged 8499 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 9191 members Mstep: Class 2 contains 28997 members Mstep: Class 3 contains 9223 members Mstep: Class 4 contains 2310 members Mstep: Class 6 contains 14743 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1346 members Mstep: Class 9 contains 10082 members Mstep: Class 10 contains 2916 members Mstep: Class 11 contains 10338 members Mstep: Class 12 contains 12647 members Mstep: Class 13 contains 7708 members Mstep: Class 14 contains 34740 members Mstep: Class 15 contains 38265 members Mstep: Class 16 contains 49035 members Mstep: Class 17 contains 28020 members Mstep: Class 18 contains 1478 members Mstep: Class 20 contains 181715 members Entering Unmasked Estep ConsiderDeletion Score: -65448260.000000 Penalty: 58048.128906 Iteration 16Q: 19 clusters Score -6.544826e+07 nChanged 8346 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 9463 members Mstep: Class 2 contains 28891 members Mstep: Class 3 contains 9211 members Mstep: Class 4 contains 2478 members Mstep: Class 6 contains 14626 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1351 members Mstep: Class 9 contains 9807 members Mstep: Class 10 contains 2977 members Mstep: Class 11 contains 9444 members Mstep: Class 12 contains 12899 members Mstep: Class 13 contains 7736 members Mstep: Class 14 contains 34743 members Mstep: Class 15 contains 38677 members Mstep: Class 16 contains 52046 members Mstep: Class 17 contains 28046 members Mstep: Class 18 contains 1478 members Mstep: Class 20 contains 178882 members Entering Unmasked Estep ConsiderDeletion Score: -65452332.000000 Penalty: 58048.128906 Iteration 17Q: 19 clusters Score -6.545233e+07 nChanged 7848 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 9841 members Mstep: Class 2 contains 28600 members Mstep: Class 3 contains 9211 members Mstep: Class 4 contains 2621 members Mstep: Class 6 contains 14516 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1351 members Mstep: Class 9 contains 9586 members Mstep: Class 10 contains 3038 members Mstep: Class 11 contains 8514 members Mstep: Class 12 contains 13050 members Mstep: Class 13 contains 7773 members Mstep: Class 14 contains 34617 members Mstep: Class 15 contains 39222 members Mstep: Class 16 contains 55232 members Mstep: Class 17 contains 28022 members Mstep: Class 18 contains 1477 members Mstep: Class 20 contains 176083 members Entering Unmasked Estep ConsiderDeletion Score: -65456096.000000 Penalty: 58048.128906 Iteration 18Q: 19 clusters Score -6.54561e+07 nChanged 7557 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 10258 members Mstep: Class 2 contains 28127 members Mstep: Class 3 contains 9216 members Mstep: Class 4 contains 2800 members Mstep: Class 6 contains 14496 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1353 members Mstep: Class 9 contains 9421 members Mstep: Class 10 contains 3067 members Mstep: Class 11 contains 7692 members Mstep: Class 12 contains 13104 members Mstep: Class 13 contains 7763 members Mstep: Class 14 contains 34438 members Mstep: Class 15 contains 39731 members Mstep: Class 16 contains 58556 members Mstep: Class 17 contains 27970 members Mstep: Class 18 contains 1477 members Mstep: Class 20 contains 173286 members Entering Unmasked Estep ConsiderDeletion Score: -65460628.000000 Penalty: 58048.128906 Iteration 19Q: 19 clusters Score -6.546063e+07 nChanged 7007 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 10652 members Mstep: Class 2 contains 27585 members Mstep: Class 3 contains 9229 members Mstep: Class 4 contains 3028 members Mstep: Class 6 contains 14476 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1358 members Mstep: Class 9 contains 9275 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 7444 members Mstep: Class 12 contains 13023 members Mstep: Class 13 contains 7725 members Mstep: Class 14 contains 34247 members Mstep: Class 15 contains 39811 members Mstep: Class 16 contains 61890 members Mstep: Class 17 contains 27887 members Mstep: Class 18 contains 1477 members Mstep: Class 20 contains 170539 members Entering Unmasked Estep ConsiderDeletion Score: -65466016.000000 Penalty: 58048.128906 Iteration 20F: 19 clusters Score -6.546602e+07 nChanged 7452 Entering Unmasked Mstep Mstep: Class 0 contains 100 members Mstep: Class 1 contains 11318 members Mstep: Class 2 contains 27187 members Mstep: Class 3 contains 9209 members Mstep: Class 4 contains 3271 members Mstep: Class 6 contains 14547 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1387 members Mstep: Class 9 contains 8958 members Mstep: Class 10 contains 3155 members Mstep: Class 11 contains 7464 members Mstep: Class 12 contains 12839 members Mstep: Class 13 contains 7530 members Mstep: Class 14 contains 33974 members Mstep: Class 15 contains 39346 members Mstep: Class 16 contains 65209 members Mstep: Class 17 contains 28169 members Mstep: Class 18 contains 1477 members Mstep: Class 20 contains 167730 members Entering Unmasked Estep ConsiderDeletion Score: -65469140.000000 Penalty: 58048.128906 Iteration 21Q: 19 clusters Score -6.546914e+07 nChanged 7075 Entering Unmasked Mstep Mstep: Class 0 contains 101 members Mstep: Class 1 contains 11993 members Mstep: Class 2 contains 26682 members Mstep: Class 3 contains 9231 members Mstep: Class 4 contains 3551 members Mstep: Class 6 contains 14661 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1374 members Mstep: Class 9 contains 8687 members Mstep: Class 10 contains 3209 members Mstep: Class 11 contains 7386 members Mstep: Class 12 contains 12660 members Mstep: Class 13 contains 7412 members Mstep: Class 14 contains 33673 members Mstep: Class 15 contains 38833 members Mstep: Class 16 contains 68478 members Mstep: Class 17 contains 28500 members Mstep: Class 18 contains 1477 members Mstep: Class 20 contains 164962 members Entering Unmasked Estep ConsiderDeletion Score: -65472792.000000 Penalty: 58048.128906 Iteration 22Q: 19 clusters Score -6.547279e+07 nChanged 6820 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 12570 members Mstep: Class 2 contains 26178 members Mstep: Class 3 contains 9263 members Mstep: Class 4 contains 3949 members Mstep: Class 6 contains 14838 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1354 members Mstep: Class 9 contains 8466 members Mstep: Class 10 contains 3258 members Mstep: Class 11 contains 7364 members Mstep: Class 12 contains 12483 members Mstep: Class 13 contains 7368 members Mstep: Class 14 contains 33417 members Mstep: Class 15 contains 38238 members Mstep: Class 16 contains 71763 members Mstep: Class 17 contains 28726 members Mstep: Class 18 contains 1477 members Mstep: Class 20 contains 162056 members Entering Unmasked Estep ConsiderDeletion Score: -65476880.000000 Penalty: 58048.128906 Iteration 23Q: 19 clusters Score -6.547688e+07 nChanged 6466 Entering Unmasked Mstep Mstep: Class 0 contains 104 members Mstep: Class 1 contains 13079 members Mstep: Class 2 contains 25663 members Mstep: Class 3 contains 9280 members Mstep: Class 4 contains 4455 members Mstep: Class 6 contains 15073 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 8257 members Mstep: Class 10 contains 3325 members Mstep: Class 11 contains 7416 members Mstep: Class 12 contains 12322 members Mstep: Class 13 contains 7354 members Mstep: Class 14 contains 33169 members Mstep: Class 15 contains 37629 members Mstep: Class 16 contains 74899 members Mstep: Class 17 contains 28847 members Mstep: Class 18 contains 1477 members Mstep: Class 20 contains 159173 members Entering Unmasked Estep ConsiderDeletion Score: -65482544.000000 Penalty: 58048.128906 Iteration 24Q: 19 clusters Score -6.548254e+07 nChanged 5752 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 13554 members Mstep: Class 2 contains 25175 members Mstep: Class 3 contains 9287 members Mstep: Class 4 contains 4721 members Mstep: Class 6 contains 15359 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1343 members Mstep: Class 9 contains 8078 members Mstep: Class 10 contains 3388 members Mstep: Class 11 contains 7538 members Mstep: Class 12 contains 12171 members Mstep: Class 13 contains 7414 members Mstep: Class 14 contains 32975 members Mstep: Class 15 contains 37176 members Mstep: Class 16 contains 77711 members Mstep: Class 17 contains 28880 members Mstep: Class 18 contains 1477 members Mstep: Class 20 contains 156518 members Entering Unmasked Estep ConsiderDeletion Score: -65485832.000000 Penalty: 58048.128906 Iteration 25Q: 19 clusters Score -6.548583e+07 nChanged 5120 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 13974 members Mstep: Class 2 contains 24619 members Mstep: Class 3 contains 9292 members Mstep: Class 4 contains 4783 members Mstep: Class 6 contains 15719 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 7926 members Mstep: Class 10 contains 3453 members Mstep: Class 11 contains 7692 members Mstep: Class 12 contains 12014 members Mstep: Class 13 contains 7513 members Mstep: Class 14 contains 32844 members Mstep: Class 15 contains 36868 members Mstep: Class 16 contains 80244 members Mstep: Class 17 contains 28911 members Mstep: Class 18 contains 1477 members Mstep: Class 20 contains 154095 members Entering Unmasked Estep ConsiderDeletion Score: -65488280.000000 Penalty: 58048.128906 Iteration 26Q: 19 clusters Score -6.548828e+07 nChanged 4723 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 14360 members Mstep: Class 2 contains 24034 members Mstep: Class 3 contains 9297 members Mstep: Class 4 contains 4779 members Mstep: Class 6 contains 16170 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1341 members Mstep: Class 9 contains 7779 members Mstep: Class 10 contains 3557 members Mstep: Class 11 contains 7847 members Mstep: Class 12 contains 11861 members Mstep: Class 13 contains 7622 members Mstep: Class 14 contains 32726 members Mstep: Class 15 contains 36626 members Mstep: Class 16 contains 82496 members Mstep: Class 17 contains 28951 members Mstep: Class 18 contains 1477 members Mstep: Class 20 contains 151840 members Entering Unmasked Estep ConsiderDeletion Score: -65490772.000000 Penalty: 58048.128906 Iteration 27Q: 19 clusters Score -6.549077e+07 nChanged 4454 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 14682 members Mstep: Class 2 contains 23388 members Mstep: Class 3 contains 9303 members Mstep: Class 4 contains 4736 members Mstep: Class 6 contains 16704 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1344 members Mstep: Class 9 contains 7655 members Mstep: Class 10 contains 3656 members Mstep: Class 11 contains 7942 members Mstep: Class 12 contains 11748 members Mstep: Class 13 contains 7774 members Mstep: Class 14 contains 32666 members Mstep: Class 15 contains 36426 members Mstep: Class 16 contains 84547 members Mstep: Class 17 contains 28993 members Mstep: Class 18 contains 1477 members Mstep: Class 20 contains 149721 members Entering Unmasked Estep ConsiderDeletion Score: -65493152.000000 Penalty: 58048.128906 Iteration 28Q: 19 clusters Score -6.549315e+07 nChanged 4118 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 14928 members Mstep: Class 2 contains 22650 members Mstep: Class 3 contains 9305 members Mstep: Class 4 contains 4668 members Mstep: Class 6 contains 17320 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1349 members Mstep: Class 9 contains 7543 members Mstep: Class 10 contains 3756 members Mstep: Class 11 contains 8026 members Mstep: Class 12 contains 11656 members Mstep: Class 13 contains 7951 members Mstep: Class 14 contains 32650 members Mstep: Class 15 contains 36277 members Mstep: Class 16 contains 86405 members Mstep: Class 17 contains 29021 members Mstep: Class 18 contains 1477 members Mstep: Class 20 contains 147777 members Entering Unmasked Estep ConsiderDeletion Score: -65495288.000000 Penalty: 58048.128906 Iteration 29Q: 19 clusters Score -6.549529e+07 nChanged 4200 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 15136 members Mstep: Class 2 contains 21848 members Mstep: Class 3 contains 9305 members Mstep: Class 4 contains 4615 members Mstep: Class 6 contains 18131 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1364 members Mstep: Class 9 contains 7423 members Mstep: Class 10 contains 3840 members Mstep: Class 11 contains 8092 members Mstep: Class 12 contains 11579 members Mstep: Class 13 contains 8144 members Mstep: Class 14 contains 32661 members Mstep: Class 15 contains 36152 members Mstep: Class 16 contains 88124 members Mstep: Class 17 contains 29054 members Mstep: Class 18 contains 1477 members Mstep: Class 20 contains 145814 members Entering Unmasked Estep ConsiderDeletion Score: -65497528.000000 Penalty: 58048.128906 Iteration 30Q: 19 clusters Score -6.549753e+07 nChanged 4258 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 15344 members Mstep: Class 2 contains 20937 members Mstep: Class 3 contains 9303 members Mstep: Class 4 contains 4543 members Mstep: Class 6 contains 19189 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 1391 members Mstep: Class 9 contains 7299 members Mstep: Class 10 contains 3931 members Mstep: Class 11 contains 8148 members Mstep: Class 12 contains 11534 members Mstep: Class 13 contains 8331 members Mstep: Class 14 contains 32683 members Mstep: Class 15 contains 36028 members Mstep: Class 16 contains 89734 members Mstep: Class 17 contains 29074 members Mstep: Class 18 contains 1478 members Mstep: Class 20 contains 143812 members Entering Unmasked Estep ConsiderDeletion Score: -65500156.000000 Penalty: 58048.128906 Iteration 31Q: 19 clusters Score -6.550016e+07 nChanged 4386 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 15564 members Mstep: Class 2 contains 19897 members Mstep: Class 3 contains 9300 members Mstep: Class 4 contains 4474 members Mstep: Class 6 contains 20530 members Mstep: Class 7 contains 1144 members Mstep: Class 8 contains 1425 members Mstep: Class 9 contains 7171 members Mstep: Class 10 contains 4017 members Mstep: Class 11 contains 8181 members Mstep: Class 12 contains 11499 members Mstep: Class 13 contains 8475 members Mstep: Class 14 contains 32707 members Mstep: Class 15 contains 35908 members Mstep: Class 16 contains 91235 members Mstep: Class 17 contains 29101 members Mstep: Class 18 contains 1478 members Mstep: Class 20 contains 141797 members Entering Unmasked Estep ConsiderDeletion Score: -65503084.000000 Penalty: 58048.128906 Iteration 32Q: 19 clusters Score -6.550308e+07 nChanged 4717 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 15789 members Mstep: Class 2 contains 18679 members Mstep: Class 3 contains 9290 members Mstep: Class 4 contains 4412 members Mstep: Class 6 contains 22282 members Mstep: Class 7 contains 1143 members Mstep: Class 8 contains 1455 members Mstep: Class 9 contains 7052 members Mstep: Class 10 contains 4088 members Mstep: Class 11 contains 8213 members Mstep: Class 12 contains 11466 members Mstep: Class 13 contains 8622 members Mstep: Class 14 contains 32715 members Mstep: Class 15 contains 35801 members Mstep: Class 16 contains 92642 members Mstep: Class 17 contains 29127 members Mstep: Class 18 contains 1479 members Mstep: Class 20 contains 139648 members Entering Unmasked Estep ConsiderDeletion Score: -65506256.000000 Penalty: 58048.128906 Iteration 33Q: 19 clusters Score -6.550626e+07 nChanged 5136 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 16036 members Mstep: Class 2 contains 17246 members Mstep: Class 3 contains 9286 members Mstep: Class 4 contains 4338 members Mstep: Class 6 contains 24398 members Mstep: Class 7 contains 1143 members Mstep: Class 8 contains 1479 members Mstep: Class 9 contains 6935 members Mstep: Class 10 contains 4157 members Mstep: Class 11 contains 8247 members Mstep: Class 12 contains 11428 members Mstep: Class 13 contains 8725 members Mstep: Class 14 contains 32722 members Mstep: Class 15 contains 35686 members Mstep: Class 16 contains 94024 members Mstep: Class 17 contains 29164 members Mstep: Class 18 contains 1479 members Mstep: Class 20 contains 137410 members Entering Unmasked Estep ConsiderDeletion Score: -65509724.000000 Penalty: 58048.128906 Iteration 34Q: 19 clusters Score -6.550972e+07 nChanged 5395 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 16243 members Mstep: Class 2 contains 15736 members Mstep: Class 3 contains 9284 members Mstep: Class 4 contains 4257 members Mstep: Class 6 contains 26906 members Mstep: Class 7 contains 1143 members Mstep: Class 8 contains 1496 members Mstep: Class 9 contains 6809 members Mstep: Class 10 contains 4217 members Mstep: Class 11 contains 8272 members Mstep: Class 12 contains 11400 members Mstep: Class 13 contains 8819 members Mstep: Class 14 contains 32729 members Mstep: Class 15 contains 35602 members Mstep: Class 16 contains 95310 members Mstep: Class 17 contains 29185 members Mstep: Class 18 contains 1479 members Mstep: Class 20 contains 135016 members Entering Unmasked Estep ConsiderDeletion Score: -65513096.000000 Penalty: 58048.128906 Iteration 35Q: 19 clusters Score -6.55131e+07 nChanged 5578 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 16440 members Mstep: Class 2 contains 14218 members Mstep: Class 3 contains 9279 members Mstep: Class 4 contains 4191 members Mstep: Class 6 contains 29713 members Mstep: Class 7 contains 1143 members Mstep: Class 8 contains 1507 members Mstep: Class 9 contains 6696 members Mstep: Class 10 contains 4290 members Mstep: Class 11 contains 8283 members Mstep: Class 12 contains 11386 members Mstep: Class 13 contains 8844 members Mstep: Class 14 contains 32737 members Mstep: Class 15 contains 35527 members Mstep: Class 16 contains 96530 members Mstep: Class 17 contains 29208 members Mstep: Class 18 contains 1479 members Mstep: Class 20 contains 132432 members Entering Unmasked Estep ConsiderDeletion Score: -65517128.000000 Penalty: 58048.128906 Iteration 36Q: 19 clusters Score -6.551713e+07 nChanged 5639 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 16623 members Mstep: Class 2 contains 12815 members Mstep: Class 3 contains 9275 members Mstep: Class 4 contains 4125 members Mstep: Class 6 contains 32599 members Mstep: Class 7 contains 1143 members Mstep: Class 8 contains 1515 members Mstep: Class 9 contains 6547 members Mstep: Class 10 contains 4358 members Mstep: Class 11 contains 8295 members Mstep: Class 12 contains 11377 members Mstep: Class 13 contains 8846 members Mstep: Class 14 contains 32743 members Mstep: Class 15 contains 35461 members Mstep: Class 16 contains 97750 members Mstep: Class 17 contains 29242 members Mstep: Class 18 contains 1479 members Mstep: Class 20 contains 129710 members Entering Unmasked Estep ConsiderDeletion Score: -65520644.000000 Penalty: 58048.128906 Iteration 37Q: 19 clusters Score -6.552064e+07 nChanged 5393 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 16825 members Mstep: Class 2 contains 11697 members Mstep: Class 3 contains 9271 members Mstep: Class 4 contains 4063 members Mstep: Class 6 contains 35270 members Mstep: Class 7 contains 1143 members Mstep: Class 8 contains 1529 members Mstep: Class 9 contains 6410 members Mstep: Class 10 contains 4449 members Mstep: Class 11 contains 8301 members Mstep: Class 12 contains 11361 members Mstep: Class 13 contains 8837 members Mstep: Class 14 contains 32734 members Mstep: Class 15 contains 35389 members Mstep: Class 16 contains 98900 members Mstep: Class 17 contains 29270 members Mstep: Class 18 contains 1479 members Mstep: Class 20 contains 126975 members Entering Unmasked Estep ConsiderDeletion Score: -65524444.000000 Penalty: 58048.128906 Iteration 38Q: 19 clusters Score -6.552444e+07 nChanged 5003 Entering ConstructFrom: Score: -65524444.000000 Penalty: 58048.128906 Entering ConstructFrom: Trying to split cluster 1 (17028 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17028 members Entering Unmasked Estep Score: -2440962.250000 Penalty: 2416.168457 Iteration 0F: 2 clusters Score -2440962 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8558 members Mstep: Class 2 contains 8470 members Entering Unmasked Estep Score: -2428809.500000 Penalty: 4832.336914 Iteration 0F: 3 clusters Score -2428810 nChanged 7466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 8626 members Entering Unmasked Estep Score: -2434466.750000 Penalty: 4832.336914 Iteration 1F: 3 clusters Score -2434467 nChanged 2113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8117 members Mstep: Class 2 contains 8911 members Entering Unmasked Estep Score: -2438916.500000 Penalty: 4832.336914 Iteration 2F: 3 clusters Score -2438916 nChanged 2333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8486 members Mstep: Class 2 contains 8542 members Entering Unmasked Estep Score: -2443679.000000 Penalty: 4832.336914 Iteration 3F: 3 clusters Score -2443679 nChanged 1760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9302 members Mstep: Class 2 contains 7726 members Entering Unmasked Estep Score: -2446344.500000 Penalty: 4832.336914 Iteration 4F: 3 clusters Score -2446344 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9997 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -2447460.000000 Penalty: 4832.336914 Iteration 5F: 3 clusters Score -2447460 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10510 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -2447900.750000 Penalty: 4832.336914 Iteration 6Q: 3 clusters Score -2447901 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10884 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -2448156.500000 Penalty: 4832.336914 Iteration 7Q: 3 clusters Score -2448156 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11193 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -2448397.250000 Penalty: 4832.336914 Iteration 8Q: 3 clusters Score -2448397 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11420 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -2448562.750000 Penalty: 4832.336914 Iteration 9Q: 3 clusters Score -2448563 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11593 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -2448647.000000 Penalty: 4832.336914 Iteration 10Q: 3 clusters Score -2448647 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11710 members Mstep: Class 2 contains 5318 members Entering Unmasked Estep Score: -2448698.500000 Penalty: 4832.336914 Iteration 11Q: 3 clusters Score -2448698 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11783 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -2448716.750000 Penalty: 4832.336914 Iteration 12Q: 3 clusters Score -2448717 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11830 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -2448733.750000 Penalty: 4832.336914 Iteration 13Q: 3 clusters Score -2448734 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11864 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -2448734.500000 Penalty: 4832.336914 Iteration 14Q: 3 clusters Score -2448734 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11897 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -2448737.500000 Penalty: 4832.336914 Iteration 15Q: 3 clusters Score -2448738 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11926 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -2448747.500000 Penalty: 4832.336914 Iteration 16Q: 3 clusters Score -2448748 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11948 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -2448751.250000 Penalty: 4832.336914 Iteration 17Q: 3 clusters Score -2448751 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11969 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -2448749.500000 Penalty: 4832.336914 Iteration 18Q: 3 clusters Score -2448750 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11989 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -2448760.000000 Penalty: 4832.336914 Iteration 19Q: 3 clusters Score -2448760 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12008 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -2448767.500000 Penalty: 4832.336914 Iteration 20F: 3 clusters Score -2448768 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12015 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -2448767.500000 Penalty: 4832.336914 Iteration 21Q: 3 clusters Score -2448768 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12022 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -2448768.000000 Penalty: 4832.336914 Iteration 22Q: 3 clusters Score -2448768 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12033 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -2448771.000000 Penalty: 4832.336914 Iteration 23Q: 3 clusters Score -2448771 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12039 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -2448767.750000 Penalty: 4832.336914 Iteration 24Q: 3 clusters Score -2448768 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12044 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -2448771.500000 Penalty: 4832.336914 Iteration 25Q: 3 clusters Score -2448772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -2448768.000000 Penalty: 4832.336914 Iteration 26Q: 3 clusters Score -2448768 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -2448768.000000 Penalty: 4832.336914 Iteration 27F: 3 clusters Score -2448768 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 10841 members Mstep: Class 3 contains 9265 members Mstep: Class 4 contains 3991 members Mstep: Class 5 contains 4981 members Mstep: Class 6 contains 37739 members Mstep: Class 7 contains 1143 members Mstep: Class 8 contains 1541 members Mstep: Class 9 contains 6261 members Mstep: Class 10 contains 4537 members Mstep: Class 11 contains 8311 members Mstep: Class 12 contains 11346 members Mstep: Class 13 contains 8852 members Mstep: Class 14 contains 32721 members Mstep: Class 15 contains 35322 members Mstep: Class 16 contains 99852 members Mstep: Class 17 contains 29293 members Mstep: Class 18 contains 1479 members Mstep: Class 20 contains 124381 members Entering Unmasked Estep Score: -65534020.000000 Penalty: 61273.027344 Splitting cluster 1 changes total score from -65524444.000000 to -65534020.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 2 (10841 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10841 members Entering Unmasked Estep Score: -1552403.375000 Penalty: 2304.190674 Iteration 0F: 2 clusters Score -1552403 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -1544290.125000 Penalty: 4608.381348 Iteration 0F: 3 clusters Score -1544290 nChanged 4551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -1546978.875000 Penalty: 4608.381348 Iteration 1F: 3 clusters Score -1546979 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 5447 members Entering Unmasked Estep Score: -1547489.250000 Penalty: 4608.381348 Iteration 2F: 3 clusters Score -1547489 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -1548019.625000 Penalty: 4608.381348 Iteration 3F: 3 clusters Score -1548020 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 5411 members Entering Unmasked Estep Score: -1548530.750000 Penalty: 4608.381348 Iteration 4F: 3 clusters Score -1548531 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -1548970.625000 Penalty: 4608.381348 Iteration 5F: 3 clusters Score -1548971 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5462 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -1549343.125000 Penalty: 4608.381348 Iteration 6F: 3 clusters Score -1549343 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5456 members Mstep: Class 2 contains 5385 members Entering Unmasked Estep Score: -1549638.125000 Penalty: 4608.381348 Iteration 7Q: 3 clusters Score -1549638 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -1549881.250000 Penalty: 4608.381348 Iteration 8Q: 3 clusters Score -1549881 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -1550114.375000 Penalty: 4608.381348 Iteration 9Q: 3 clusters Score -1550114 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -1550302.625000 Penalty: 4608.381348 Iteration 10Q: 3 clusters Score -1550303 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 5413 members Entering Unmasked Estep Score: -1550507.000000 Penalty: 4608.381348 Iteration 11Q: 3 clusters Score -1550507 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -1550700.625000 Penalty: 4608.381348 Iteration 12Q: 3 clusters Score -1550701 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -1550886.625000 Penalty: 4608.381348 Iteration 13Q: 3 clusters Score -1550887 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -1551097.500000 Penalty: 4608.381348 Iteration 14Q: 3 clusters Score -1551098 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -1551253.125000 Penalty: 4608.381348 Iteration 15Q: 3 clusters Score -1551253 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -1551362.875000 Penalty: 4608.381348 Iteration 16Q: 3 clusters Score -1551363 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -1551434.500000 Penalty: 4608.381348 Iteration 17Q: 3 clusters Score -1551434 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -1551491.000000 Penalty: 4608.381348 Iteration 18Q: 3 clusters Score -1551491 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -1551529.875000 Penalty: 4608.381348 Iteration 19Q: 3 clusters Score -1551530 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -1551554.250000 Penalty: 4608.381348 Iteration 20F: 3 clusters Score -1551554 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -1551568.125000 Penalty: 4608.381348 Iteration 21Q: 3 clusters Score -1551568 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -1551577.125000 Penalty: 4608.381348 Iteration 22Q: 3 clusters Score -1551577 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -1551588.500000 Penalty: 4608.381348 Iteration 23Q: 3 clusters Score -1551588 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -1551596.625000 Penalty: 4608.381348 Iteration 24Q: 3 clusters Score -1551597 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -1551605.750000 Penalty: 4608.381348 Iteration 25Q: 3 clusters Score -1551606 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -1551616.750000 Penalty: 4608.381348 Iteration 26Q: 3 clusters Score -1551617 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5590 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -1551624.500000 Penalty: 4608.381348 Iteration 27Q: 3 clusters Score -1551624 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -1551634.500000 Penalty: 4608.381348 Iteration 28Q: 3 clusters Score -1551634 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -1551647.500000 Penalty: 4608.381348 Iteration 29Q: 3 clusters Score -1551648 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -1551661.625000 Penalty: 4608.381348 Iteration 30Q: 3 clusters Score -1551662 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -1551677.125000 Penalty: 4608.381348 Iteration 31Q: 3 clusters Score -1551677 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 5063 members Entering Unmasked Estep Score: -1551689.875000 Penalty: 4608.381348 Iteration 32Q: 3 clusters Score -1551690 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -1551729.500000 Penalty: 4608.381348 Iteration 33Q: 3 clusters Score -1551730 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -1551793.000000 Penalty: 4608.381348 Iteration 34Q: 3 clusters Score -1551793 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -1551869.750000 Penalty: 4608.381348 Iteration 35Q: 3 clusters Score -1551870 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -1551953.125000 Penalty: 4608.381348 Iteration 36Q: 3 clusters Score -1551953 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6164 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -1552016.000000 Penalty: 4608.381348 Iteration 37Q: 3 clusters Score -1552016 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6231 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -1552045.625000 Penalty: 4608.381348 Iteration 38Q: 3 clusters Score -1552046 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6293 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -1552062.750000 Penalty: 4608.381348 Iteration 39Q: 3 clusters Score -1552063 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -1552079.625000 Penalty: 4608.381348 Iteration 40F: 3 clusters Score -1552080 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -1552087.000000 Penalty: 4608.381348 Iteration 41Q: 3 clusters Score -1552087 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -1552093.250000 Penalty: 4608.381348 Iteration 42Q: 3 clusters Score -1552093 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -1552103.125000 Penalty: 4608.381348 Iteration 43Q: 3 clusters Score -1552103 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -1552104.375000 Penalty: 4608.381348 Iteration 44Q: 3 clusters Score -1552104 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -1552102.125000 Penalty: 4608.381348 Iteration 45Q: 3 clusters Score -1552102 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -1552109.250000 Penalty: 4608.381348 Iteration 46Q: 3 clusters Score -1552109 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -1552112.125000 Penalty: 4608.381348 Iteration 47Q: 3 clusters Score -1552112 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -1552113.875000 Penalty: 4608.381348 Iteration 48Q: 3 clusters Score -1552114 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6485 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1552110.750000 Penalty: 4608.381348 Iteration 49Q: 3 clusters Score -1552111 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -1552113.125000 Penalty: 4608.381348 Iteration 50Q: 3 clusters Score -1552113 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -1552111.875000 Penalty: 4608.381348 Iteration 51Q: 3 clusters Score -1552112 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6496 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -1552113.500000 Penalty: 4608.381348 Iteration 52Q: 3 clusters Score -1552114 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -1552114.250000 Penalty: 4608.381348 Iteration 53Q: 3 clusters Score -1552114 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -1552113.750000 Penalty: 4608.381348 Iteration 54Q: 3 clusters Score -1552114 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -1552113.750000 Penalty: 4608.381348 Iteration 55F: 3 clusters Score -1552114 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (9265 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9265 members Entering Unmasked Estep Score: -1390469.625000 Penalty: 2265.231689 Iteration 0F: 2 clusters Score -1390470 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -1383282.000000 Penalty: 4530.463379 Iteration 0F: 3 clusters Score -1383282 nChanged 3889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -1385487.750000 Penalty: 4530.463379 Iteration 1F: 3 clusters Score -1385488 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -1386354.375000 Penalty: 4530.463379 Iteration 2F: 3 clusters Score -1386354 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -1387725.500000 Penalty: 4530.463379 Iteration 3F: 3 clusters Score -1387726 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -1389254.625000 Penalty: 4530.463379 Iteration 4F: 3 clusters Score -1389255 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -1390341.375000 Penalty: 4530.463379 Iteration 5F: 3 clusters Score -1390341 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -1390969.750000 Penalty: 4530.463379 Iteration 6F: 3 clusters Score -1390970 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 6764 members Entering Unmasked Estep Score: -1391281.750000 Penalty: 4530.463379 Iteration 7Q: 3 clusters Score -1391282 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -1391417.000000 Penalty: 4530.463379 Iteration 8Q: 3 clusters Score -1391417 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 6840 members Entering Unmasked Estep Score: -1391485.250000 Penalty: 4530.463379 Iteration 9Q: 3 clusters Score -1391485 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -1391517.625000 Penalty: 4530.463379 Iteration 10Q: 3 clusters Score -1391518 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -1391535.875000 Penalty: 4530.463379 Iteration 11Q: 3 clusters Score -1391536 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -1391546.125000 Penalty: 4530.463379 Iteration 12Q: 3 clusters Score -1391546 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -1391550.375000 Penalty: 4530.463379 Iteration 13Q: 3 clusters Score -1391550 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -1391550.625000 Penalty: 4530.463379 Iteration 14Q: 3 clusters Score -1391551 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -1391554.875000 Penalty: 4530.463379 Iteration 15Q: 3 clusters Score -1391555 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -1391554.750000 Penalty: 4530.463379 Iteration 16Q: 3 clusters Score -1391555 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -1391556.125000 Penalty: 4530.463379 Iteration 17Q: 3 clusters Score -1391556 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -1391557.250000 Penalty: 4530.463379 Iteration 18Q: 3 clusters Score -1391557 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -1391557.500000 Penalty: 4530.463379 Iteration 19Q: 3 clusters Score -1391558 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -1391558.500000 Penalty: 4530.463379 Iteration 20F: 3 clusters Score -1391558 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -1391559.000000 Penalty: 4530.463379 Iteration 21Q: 3 clusters Score -1391559 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -1391560.625000 Penalty: 4530.463379 Iteration 22Q: 3 clusters Score -1391561 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -1391558.500000 Penalty: 4530.463379 Iteration 23Q: 3 clusters Score -1391558 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -1391560.500000 Penalty: 4530.463379 Iteration 24Q: 3 clusters Score -1391560 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -1391561.125000 Penalty: 4530.463379 Iteration 25Q: 3 clusters Score -1391561 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -1391560.625000 Penalty: 4530.463379 Iteration 26Q: 3 clusters Score -1391561 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -1391560.625000 Penalty: 4530.463379 Iteration 27Q: 3 clusters Score -1391561 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -1391559.750000 Penalty: 4530.463379 Iteration 28Q: 3 clusters Score -1391560 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -1391560.625000 Penalty: 4530.463379 Iteration 29Q: 3 clusters Score -1391561 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -1391560.625000 Penalty: 4530.463379 Iteration 30F: 3 clusters Score -1391561 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 10841 members Mstep: Class 3 contains 2415 members Mstep: Class 4 contains 3991 members Mstep: Class 5 contains 4981 members Mstep: Class 6 contains 37739 members Mstep: Class 7 contains 1143 members Mstep: Class 8 contains 1541 members Mstep: Class 9 contains 6261 members Mstep: Class 10 contains 4537 members Mstep: Class 11 contains 8311 members Mstep: Class 12 contains 11346 members Mstep: Class 13 contains 8852 members Mstep: Class 14 contains 32721 members Mstep: Class 15 contains 35322 members Mstep: Class 16 contains 99852 members Mstep: Class 17 contains 29293 members Mstep: Class 18 contains 1479 members Mstep: Class 19 contains 6850 members Mstep: Class 20 contains 124381 members Entering Unmasked Estep Score: -65534336.000000 Penalty: 64497.921875 Splitting cluster 3 changes total score from -65524444.000000 to -65534336.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 4 (3991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Entering Unmasked Estep Score: -545772.062500 Penalty: 2056.365479 Iteration 0F: 2 clusters Score -545772.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -542123.312500 Penalty: 4112.730957 Iteration 0F: 3 clusters Score -542123.3 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -543988.625000 Penalty: 4112.730957 Iteration 1F: 3 clusters Score -543988.6 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -545681.562500 Penalty: 4112.730957 Iteration 2F: 3 clusters Score -545681.6 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -547302.750000 Penalty: 4112.730957 Iteration 3F: 3 clusters Score -547302.8 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -548962.437500 Penalty: 4112.730957 Iteration 4F: 3 clusters Score -548962.4 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -550587.000000 Penalty: 4112.730957 Iteration 5F: 3 clusters Score -550587 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -551162.250000 Penalty: 4112.730957 Iteration 6Q: 3 clusters Score -551162.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -551439.750000 Penalty: 4112.730957 Iteration 7Q: 3 clusters Score -551439.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -551701.062500 Penalty: 4112.730957 Iteration 8Q: 3 clusters Score -551701.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -552051.062500 Penalty: 4112.730957 Iteration 9Q: 3 clusters Score -552051.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -552472.937500 Penalty: 4112.730957 Iteration 10Q: 3 clusters Score -552472.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -552823.562500 Penalty: 4112.730957 Iteration 11Q: 3 clusters Score -552823.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -553070.500000 Penalty: 4112.730957 Iteration 12Q: 3 clusters Score -553070.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -553284.562500 Penalty: 4112.730957 Iteration 13Q: 3 clusters Score -553284.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -553382.437500 Penalty: 4112.730957 Iteration 14Q: 3 clusters Score -553382.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -553406.375000 Penalty: 4112.730957 Iteration 15Q: 3 clusters Score -553406.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -553418.562500 Penalty: 4112.730957 Iteration 16Q: 3 clusters Score -553418.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -553424.187500 Penalty: 4112.730957 Iteration 17Q: 3 clusters Score -553424.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -553425.125000 Penalty: 4112.730957 Iteration 18Q: 3 clusters Score -553425.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -553429.312500 Penalty: 4112.730957 Iteration 19F: 3 clusters Score -553429.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -553433.937500 Penalty: 4112.730957 Iteration 20F: 3 clusters Score -553433.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -553435.250000 Penalty: 4112.730957 Iteration 21Q: 3 clusters Score -553435.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -553435.187500 Penalty: 4112.730957 Iteration 22Q: 3 clusters Score -553435.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -553436.187500 Penalty: 4112.730957 Iteration 23Q: 3 clusters Score -553436.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -553436.187500 Penalty: 4112.730957 Iteration 24F: 3 clusters Score -553436.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 10841 members Mstep: Class 3 contains 2415 members Mstep: Class 4 contains 1520 members Mstep: Class 5 contains 4981 members Mstep: Class 6 contains 37739 members Mstep: Class 7 contains 1143 members Mstep: Class 8 contains 1541 members Mstep: Class 9 contains 6261 members Mstep: Class 10 contains 4537 members Mstep: Class 11 contains 8311 members Mstep: Class 12 contains 11346 members Mstep: Class 13 contains 8852 members Mstep: Class 14 contains 32721 members Mstep: Class 15 contains 35322 members Mstep: Class 16 contains 99852 members Mstep: Class 17 contains 29293 members Mstep: Class 18 contains 1479 members Mstep: Class 19 contains 6850 members Mstep: Class 20 contains 124381 members Mstep: Class 21 contains 2471 members Entering Unmasked Estep Score: -65540876.000000 Penalty: 67722.820312 Splitting cluster 4 changes total score from -65524444.000000 to -65540876.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 6 (37739 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37739 members Entering Unmasked Estep Score: -5644257.000000 Penalty: 2613.535400 Iteration 0F: 2 clusters Score -5644257 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18831 members Mstep: Class 2 contains 18908 members Entering Unmasked Estep Score: -5618731.000000 Penalty: 5227.070801 Iteration 0F: 3 clusters Score -5618731 nChanged 17288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18501 members Mstep: Class 2 contains 19238 members Entering Unmasked Estep Score: -5628141.000000 Penalty: 5227.070801 Iteration 1F: 3 clusters Score -5628141 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18415 members Mstep: Class 2 contains 19324 members Entering Unmasked Estep Score: -5628714.500000 Penalty: 5227.070801 Iteration 2Q: 3 clusters Score -5628714 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18211 members Mstep: Class 2 contains 19528 members Entering Unmasked Estep Score: -5629320.000000 Penalty: 5227.070801 Iteration 3Q: 3 clusters Score -5629320 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17953 members Mstep: Class 2 contains 19786 members Entering Unmasked Estep Score: -5629960.500000 Penalty: 5227.070801 Iteration 4Q: 3 clusters Score -5629960 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17623 members Mstep: Class 2 contains 20116 members Entering Unmasked Estep Score: -5630620.000000 Penalty: 5227.070801 Iteration 5Q: 3 clusters Score -5630620 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17293 members Mstep: Class 2 contains 20446 members Entering Unmasked Estep Score: -5631411.500000 Penalty: 5227.070801 Iteration 6Q: 3 clusters Score -5631412 nChanged 1623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16980 members Mstep: Class 2 contains 20759 members Entering Unmasked Estep Score: -5632220.000000 Penalty: 5227.070801 Iteration 7Q: 3 clusters Score -5632220 nChanged 1672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16668 members Mstep: Class 2 contains 21071 members Entering Unmasked Estep Score: -5632980.500000 Penalty: 5227.070801 Iteration 8Q: 3 clusters Score -5632980 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16292 members Mstep: Class 2 contains 21447 members Entering Unmasked Estep Score: -5633716.500000 Penalty: 5227.070801 Iteration 9Q: 3 clusters Score -5633716 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15900 members Mstep: Class 2 contains 21839 members Entering Unmasked Estep Score: -5634375.000000 Penalty: 5227.070801 Iteration 10Q: 3 clusters Score -5634375 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15414 members Mstep: Class 2 contains 22325 members Entering Unmasked Estep Score: -5634982.500000 Penalty: 5227.070801 Iteration 11Q: 3 clusters Score -5634982 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14891 members Mstep: Class 2 contains 22848 members Entering Unmasked Estep Score: -5635544.500000 Penalty: 5227.070801 Iteration 12Q: 3 clusters Score -5635544 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14349 members Mstep: Class 2 contains 23390 members Entering Unmasked Estep Score: -5636062.000000 Penalty: 5227.070801 Iteration 13Q: 3 clusters Score -5636062 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13754 members Mstep: Class 2 contains 23985 members Entering Unmasked Estep Score: -5636507.500000 Penalty: 5227.070801 Iteration 14Q: 3 clusters Score -5636508 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13094 members Mstep: Class 2 contains 24645 members Entering Unmasked Estep Score: -5636915.000000 Penalty: 5227.070801 Iteration 15Q: 3 clusters Score -5636915 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12360 members Mstep: Class 2 contains 25379 members Entering Unmasked Estep Score: -5637330.000000 Penalty: 5227.070801 Iteration 16Q: 3 clusters Score -5637330 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11609 members Mstep: Class 2 contains 26130 members Entering Unmasked Estep Score: -5637766.000000 Penalty: 5227.070801 Iteration 17Q: 3 clusters Score -5637766 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10831 members Mstep: Class 2 contains 26908 members Entering Unmasked Estep Score: -5638189.500000 Penalty: 5227.070801 Iteration 18Q: 3 clusters Score -5638190 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10041 members Mstep: Class 2 contains 27698 members Entering Unmasked Estep Score: -5638636.000000 Penalty: 5227.070801 Iteration 19Q: 3 clusters Score -5638636 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9227 members Mstep: Class 2 contains 28512 members Entering Unmasked Estep Score: -5639100.000000 Penalty: 5227.070801 Iteration 20F: 3 clusters Score -5639100 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8440 members Mstep: Class 2 contains 29299 members Entering Unmasked Estep Score: -5639528.500000 Penalty: 5227.070801 Iteration 21Q: 3 clusters Score -5639528 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7641 members Mstep: Class 2 contains 30098 members Entering Unmasked Estep Score: -5640002.500000 Penalty: 5227.070801 Iteration 22Q: 3 clusters Score -5640002 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6872 members Mstep: Class 2 contains 30867 members Entering Unmasked Estep Score: -5640516.500000 Penalty: 5227.070801 Iteration 23Q: 3 clusters Score -5640516 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 31609 members Entering Unmasked Estep Score: -5641017.000000 Penalty: 5227.070801 Iteration 24Q: 3 clusters Score -5641017 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 32244 members Entering Unmasked Estep Score: -5641438.500000 Penalty: 5227.070801 Iteration 25Q: 3 clusters Score -5641438 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 32841 members Entering Unmasked Estep Score: -5641806.500000 Penalty: 5227.070801 Iteration 26Q: 3 clusters Score -5641806 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 33330 members Entering Unmasked Estep Score: -5642050.000000 Penalty: 5227.070801 Iteration 27Q: 3 clusters Score -5642050 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 33716 members Entering Unmasked Estep Score: -5642228.500000 Penalty: 5227.070801 Iteration 28Q: 3 clusters Score -5642228 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 34012 members Entering Unmasked Estep Score: -5642337.500000 Penalty: 5227.070801 Iteration 29Q: 3 clusters Score -5642338 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 34276 members Entering Unmasked Estep Score: -5642448.500000 Penalty: 5227.070801 Iteration 30Q: 3 clusters Score -5642448 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 34483 members Entering Unmasked Estep Score: -5642515.000000 Penalty: 5227.070801 Iteration 31Q: 3 clusters Score -5642515 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 34652 members Entering Unmasked Estep Score: -5642562.500000 Penalty: 5227.070801 Iteration 32Q: 3 clusters Score -5642562 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 34799 members Entering Unmasked Estep Score: -5642618.500000 Penalty: 5227.070801 Iteration 33Q: 3 clusters Score -5642618 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 34918 members Entering Unmasked Estep Score: -5642659.000000 Penalty: 5227.070801 Iteration 34Q: 3 clusters Score -5642659 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 35012 members Entering Unmasked Estep Score: -5642693.500000 Penalty: 5227.070801 Iteration 35Q: 3 clusters Score -5642694 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 35091 members Entering Unmasked Estep Score: -5642708.000000 Penalty: 5227.070801 Iteration 36Q: 3 clusters Score -5642708 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 35145 members Entering Unmasked Estep Score: -5642717.500000 Penalty: 5227.070801 Iteration 37Q: 3 clusters Score -5642718 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 35182 members Entering Unmasked Estep Score: -5642725.500000 Penalty: 5227.070801 Iteration 38Q: 3 clusters Score -5642726 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 35213 members Entering Unmasked Estep Score: -5642733.000000 Penalty: 5227.070801 Iteration 39Q: 3 clusters Score -5642733 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 35245 members Entering Unmasked Estep Score: -5642735.500000 Penalty: 5227.070801 Iteration 40F: 3 clusters Score -5642736 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 35278 members Entering Unmasked Estep Score: -5642748.500000 Penalty: 5227.070801 Iteration 41Q: 3 clusters Score -5642748 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 35309 members Entering Unmasked Estep Score: -5642751.000000 Penalty: 5227.070801 Iteration 42Q: 3 clusters Score -5642751 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 35336 members Entering Unmasked Estep Score: -5642761.000000 Penalty: 5227.070801 Iteration 43Q: 3 clusters Score -5642761 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 35355 members Entering Unmasked Estep Score: -5642762.500000 Penalty: 5227.070801 Iteration 44Q: 3 clusters Score -5642762 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 35373 members Entering Unmasked Estep Score: -5642773.000000 Penalty: 5227.070801 Iteration 45Q: 3 clusters Score -5642773 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 35389 members Entering Unmasked Estep Score: -5642774.000000 Penalty: 5227.070801 Iteration 46Q: 3 clusters Score -5642774 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 35401 members Entering Unmasked Estep Score: -5642778.000000 Penalty: 5227.070801 Iteration 47Q: 3 clusters Score -5642778 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 35412 members Entering Unmasked Estep Score: -5642778.000000 Penalty: 5227.070801 Iteration 48Q: 3 clusters Score -5642778 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 35421 members Entering Unmasked Estep Score: -5642778.500000 Penalty: 5227.070801 Iteration 49Q: 3 clusters Score -5642778 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 35426 members Entering Unmasked Estep Score: -5642782.000000 Penalty: 5227.070801 Iteration 50Q: 3 clusters Score -5642782 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 35430 members Entering Unmasked Estep Score: -5642785.500000 Penalty: 5227.070801 Iteration 51Q: 3 clusters Score -5642786 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 35435 members Entering Unmasked Estep Score: -5642787.000000 Penalty: 5227.070801 Iteration 52Q: 3 clusters Score -5642787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 35437 members Entering Unmasked Estep Score: -5642789.500000 Penalty: 5227.070801 Iteration 53Q: 3 clusters Score -5642790 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 35439 members Entering Unmasked Estep Score: -5642788.000000 Penalty: 5227.070801 Iteration 54Q: 3 clusters Score -5642788 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 35444 members Entering Unmasked Estep Score: -5642783.500000 Penalty: 5227.070801 Iteration 55Q: 3 clusters Score -5642784 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 35448 members Entering Unmasked Estep Score: -5642789.500000 Penalty: 5227.070801 Iteration 56Q: 3 clusters Score -5642790 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 35449 members Entering Unmasked Estep Score: -5642786.000000 Penalty: 5227.070801 Iteration 57Q: 3 clusters Score -5642786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 35451 members Entering Unmasked Estep Score: -5642785.500000 Penalty: 5227.070801 Iteration 58Q: 3 clusters Score -5642786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 35453 members Entering Unmasked Estep Score: -5642784.500000 Penalty: 5227.070801 Iteration 59Q: 3 clusters Score -5642784 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 35456 members Entering Unmasked Estep Score: -5642784.000000 Penalty: 5227.070801 Iteration 60F: 3 clusters Score -5642784 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 35457 members Entering Unmasked Estep Score: -5642787.500000 Penalty: 5227.070801 Iteration 61Q: 3 clusters Score -5642788 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 35458 members Entering Unmasked Estep Score: -5642785.500000 Penalty: 5227.070801 Iteration 62Q: 3 clusters Score -5642786 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 35459 members Entering Unmasked Estep Score: -5642784.000000 Penalty: 5227.070801 Iteration 63Q: 3 clusters Score -5642784 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 35458 members Entering Unmasked Estep Score: -5642787.500000 Penalty: 5227.070801 Iteration 64Q: 3 clusters Score -5642788 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 35458 members Entering Unmasked Estep Score: -5642787.500000 Penalty: 5227.070801 Iteration 65F: 3 clusters Score -5642788 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1143 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Entering Unmasked Estep Score: -159743.468750 Penalty: 1746.270142 Iteration 0F: 2 clusters Score -159743.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -157857.062500 Penalty: 3492.540283 Iteration 0F: 3 clusters Score -157857.1 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -158378.453125 Penalty: 3492.540283 Iteration 1F: 3 clusters Score -158378.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -158676.750000 Penalty: 3492.540283 Iteration 2F: 3 clusters Score -158676.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -159009.031250 Penalty: 3492.540283 Iteration 3F: 3 clusters Score -159009 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -159319.546875 Penalty: 3492.540283 Iteration 4F: 3 clusters Score -159319.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -159612.515625 Penalty: 3492.540283 Iteration 5F: 3 clusters Score -159612.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -159834.250000 Penalty: 3492.540283 Iteration 6F: 3 clusters Score -159834.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -160053.875000 Penalty: 3492.540283 Iteration 7Q: 3 clusters Score -160053.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -160141.046875 Penalty: 3492.540283 Iteration 8Q: 3 clusters Score -160141 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -160192.140625 Penalty: 3492.540283 Iteration 9Q: 3 clusters Score -160192.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -160227.812500 Penalty: 3492.540283 Iteration 10Q: 3 clusters Score -160227.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -160257.281250 Penalty: 3492.540283 Iteration 11Q: 3 clusters Score -160257.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -160321.968750 Penalty: 3492.540283 Iteration 12Q: 3 clusters Score -160322 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -160384.812500 Penalty: 3492.540283 Iteration 13Q: 3 clusters Score -160384.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -160436.968750 Penalty: 3492.540283 Iteration 14Q: 3 clusters Score -160437 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -160444.437500 Penalty: 3492.540283 Iteration 15Q: 3 clusters Score -160444.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -160450.250000 Penalty: 3492.540283 Iteration 16Q: 3 clusters Score -160450.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -160451.062500 Penalty: 3492.540283 Iteration 17Q: 3 clusters Score -160451.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -160451.921875 Penalty: 3492.540283 Iteration 18F: 3 clusters Score -160451.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -160455.453125 Penalty: 3492.540283 Iteration 19Q: 3 clusters Score -160455.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -160458.671875 Penalty: 3492.540283 Iteration 20F: 3 clusters Score -160458.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 10841 members Mstep: Class 3 contains 2415 members Mstep: Class 4 contains 1520 members Mstep: Class 5 contains 4981 members Mstep: Class 6 contains 37739 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 1541 members Mstep: Class 9 contains 6261 members Mstep: Class 10 contains 4537 members Mstep: Class 11 contains 8311 members Mstep: Class 12 contains 11346 members Mstep: Class 13 contains 8852 members Mstep: Class 14 contains 32721 members Mstep: Class 15 contains 35322 members Mstep: Class 16 contains 99852 members Mstep: Class 17 contains 29293 members Mstep: Class 18 contains 1479 members Mstep: Class 19 contains 6850 members Mstep: Class 20 contains 124381 members Mstep: Class 21 contains 2471 members Mstep: Class 22 contains 565 members Entering Unmasked Estep Score: -65540180.000000 Penalty: 70947.718750 Splitting cluster 7 changes total score from -65524444.000000 to -65540180.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 8 (1541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Entering Unmasked Estep Score: -199622.656250 Penalty: 1820.366455 Iteration 0F: 2 clusters Score -199622.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -198044.281250 Penalty: 3640.732910 Iteration 0F: 3 clusters Score -198044.3 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -201137.765625 Penalty: 3640.732910 Iteration 1F: 3 clusters Score -201137.8 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -202561.421875 Penalty: 3640.732910 Iteration 2F: 3 clusters Score -202561.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -203275.640625 Penalty: 3640.732910 Iteration 3Q: 3 clusters Score -203275.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -203339.000000 Penalty: 3640.732910 Iteration 4Q: 3 clusters Score -203339 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -203366.093750 Penalty: 3640.732910 Iteration 5Q: 3 clusters Score -203366.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -203380.890625 Penalty: 3640.732910 Iteration 6Q: 3 clusters Score -203380.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -203391.046875 Penalty: 3640.732910 Iteration 7Q: 3 clusters Score -203391 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -203395.328125 Penalty: 3640.732910 Iteration 8Q: 3 clusters Score -203395.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -203400.234375 Penalty: 3640.732910 Iteration 9Q: 3 clusters Score -203400.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -203401.046875 Penalty: 3640.732910 Iteration 10Q: 3 clusters Score -203401 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -203401.046875 Penalty: 3640.732910 Iteration 11F: 3 clusters Score -203401 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 10841 members Mstep: Class 3 contains 2415 members Mstep: Class 4 contains 1520 members Mstep: Class 5 contains 4981 members Mstep: Class 6 contains 37739 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 322 members Mstep: Class 9 contains 6261 members Mstep: Class 10 contains 4537 members Mstep: Class 11 contains 8311 members Mstep: Class 12 contains 11346 members Mstep: Class 13 contains 8852 members Mstep: Class 14 contains 32721 members Mstep: Class 15 contains 35322 members Mstep: Class 16 contains 99852 members Mstep: Class 17 contains 29293 members Mstep: Class 18 contains 1479 members Mstep: Class 19 contains 6850 members Mstep: Class 20 contains 124381 members Mstep: Class 21 contains 2471 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1219 members Entering Unmasked Estep Score: -65542524.000000 Penalty: 74172.609375 Splitting cluster 8 changes total score from -65524444.000000 to -65542524.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 9 (6261 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Entering Unmasked Estep Score: -882808.625000 Penalty: 2168.039551 Iteration 0F: 2 clusters Score -882808.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -877567.812500 Penalty: 4336.079102 Iteration 0F: 3 clusters Score -877567.8 nChanged 2398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -879006.875000 Penalty: 4336.079102 Iteration 1F: 3 clusters Score -879006.9 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -879347.687500 Penalty: 4336.079102 Iteration 2F: 3 clusters Score -879347.7 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -879645.687500 Penalty: 4336.079102 Iteration 3F: 3 clusters Score -879645.7 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -879939.562500 Penalty: 4336.079102 Iteration 4F: 3 clusters Score -879939.6 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -880201.937500 Penalty: 4336.079102 Iteration 5F: 3 clusters Score -880201.9 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -880402.000000 Penalty: 4336.079102 Iteration 6Q: 3 clusters Score -880402 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -880570.250000 Penalty: 4336.079102 Iteration 7Q: 3 clusters Score -880570.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -880717.062500 Penalty: 4336.079102 Iteration 8Q: 3 clusters Score -880717.1 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -880863.625000 Penalty: 4336.079102 Iteration 9Q: 3 clusters Score -880863.6 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -881049.062500 Penalty: 4336.079102 Iteration 10Q: 3 clusters Score -881049.1 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -881276.312500 Penalty: 4336.079102 Iteration 11Q: 3 clusters Score -881276.3 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -881584.125000 Penalty: 4336.079102 Iteration 12Q: 3 clusters Score -881584.1 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -881887.125000 Penalty: 4336.079102 Iteration 13Q: 3 clusters Score -881887.1 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -882168.750000 Penalty: 4336.079102 Iteration 14Q: 3 clusters Score -882168.8 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -882411.312500 Penalty: 4336.079102 Iteration 15Q: 3 clusters Score -882411.3 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -882582.125000 Penalty: 4336.079102 Iteration 16Q: 3 clusters Score -882582.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -882707.875000 Penalty: 4336.079102 Iteration 17Q: 3 clusters Score -882707.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -882834.125000 Penalty: 4336.079102 Iteration 18Q: 3 clusters Score -882834.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -882989.625000 Penalty: 4336.079102 Iteration 19Q: 3 clusters Score -882989.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -883173.875000 Penalty: 4336.079102 Iteration 20F: 3 clusters Score -883173.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -883379.750000 Penalty: 4336.079102 Iteration 21Q: 3 clusters Score -883379.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -883510.437500 Penalty: 4336.079102 Iteration 22Q: 3 clusters Score -883510.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -883581.500000 Penalty: 4336.079102 Iteration 23Q: 3 clusters Score -883581.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -883619.250000 Penalty: 4336.079102 Iteration 24Q: 3 clusters Score -883619.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -883639.437500 Penalty: 4336.079102 Iteration 25Q: 3 clusters Score -883639.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -883647.375000 Penalty: 4336.079102 Iteration 26Q: 3 clusters Score -883647.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -883648.500000 Penalty: 4336.079102 Iteration 27Q: 3 clusters Score -883648.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -883650.437500 Penalty: 4336.079102 Iteration 28Q: 3 clusters Score -883650.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -883651.187500 Penalty: 4336.079102 Iteration 29Q: 3 clusters Score -883651.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -883650.562500 Penalty: 4336.079102 Iteration 30Q: 3 clusters Score -883650.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -883651.562500 Penalty: 4336.079102 Iteration 31Q: 3 clusters Score -883651.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -883651.875000 Penalty: 4336.079102 Iteration 32Q: 3 clusters Score -883651.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -883651.875000 Penalty: 4336.079102 Iteration 33F: 3 clusters Score -883651.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 10841 members Mstep: Class 3 contains 2415 members Mstep: Class 4 contains 1520 members Mstep: Class 5 contains 4981 members Mstep: Class 6 contains 37739 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 322 members Mstep: Class 9 contains 2471 members Mstep: Class 10 contains 4537 members Mstep: Class 11 contains 8311 members Mstep: Class 12 contains 11346 members Mstep: Class 13 contains 8852 members Mstep: Class 14 contains 32721 members Mstep: Class 15 contains 35322 members Mstep: Class 16 contains 99852 members Mstep: Class 17 contains 29293 members Mstep: Class 18 contains 1479 members Mstep: Class 19 contains 6850 members Mstep: Class 20 contains 124381 members Mstep: Class 21 contains 2471 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1219 members Mstep: Class 24 contains 3790 members Entering Unmasked Estep Score: -65542200.000000 Penalty: 77397.507812 Splitting cluster 9 changes total score from -65524444.000000 to -65542200.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 10 (4537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Entering Unmasked Estep Score: -640537.625000 Penalty: 2088.165283 Iteration 0F: 2 clusters Score -640537.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -636356.312500 Penalty: 4176.330566 Iteration 0F: 3 clusters Score -636356.3 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -637526.687500 Penalty: 4176.330566 Iteration 1F: 3 clusters Score -637526.7 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -638033.562500 Penalty: 4176.330566 Iteration 2F: 3 clusters Score -638033.6 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -638585.000000 Penalty: 4176.330566 Iteration 3F: 3 clusters Score -638585 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -639099.437500 Penalty: 4176.330566 Iteration 4F: 3 clusters Score -639099.4 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -639436.312500 Penalty: 4176.330566 Iteration 5F: 3 clusters Score -639436.3 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -639614.812500 Penalty: 4176.330566 Iteration 6Q: 3 clusters Score -639614.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -639726.562500 Penalty: 4176.330566 Iteration 7Q: 3 clusters Score -639726.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -639775.625000 Penalty: 4176.330566 Iteration 8Q: 3 clusters Score -639775.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -639796.687500 Penalty: 4176.330566 Iteration 9Q: 3 clusters Score -639796.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -639812.187500 Penalty: 4176.330566 Iteration 10Q: 3 clusters Score -639812.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -639824.687500 Penalty: 4176.330566 Iteration 11Q: 3 clusters Score -639824.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -639836.437500 Penalty: 4176.330566 Iteration 12Q: 3 clusters Score -639836.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -639840.125000 Penalty: 4176.330566 Iteration 13Q: 3 clusters Score -639840.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -639846.562500 Penalty: 4176.330566 Iteration 14Q: 3 clusters Score -639846.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -639860.125000 Penalty: 4176.330566 Iteration 15Q: 3 clusters Score -639860.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -639866.812500 Penalty: 4176.330566 Iteration 16Q: 3 clusters Score -639866.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -639870.062500 Penalty: 4176.330566 Iteration 17Q: 3 clusters Score -639870.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -639871.187500 Penalty: 4176.330566 Iteration 18Q: 3 clusters Score -639871.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -639872.625000 Penalty: 4176.330566 Iteration 19Q: 3 clusters Score -639872.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -639872.812500 Penalty: 4176.330566 Iteration 20F: 3 clusters Score -639872.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -639875.187500 Penalty: 4176.330566 Iteration 21Q: 3 clusters Score -639875.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -639877.375000 Penalty: 4176.330566 Iteration 22Q: 3 clusters Score -639877.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -639880.125000 Penalty: 4176.330566 Iteration 23Q: 3 clusters Score -639880.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -639880.562500 Penalty: 4176.330566 Iteration 24Q: 3 clusters Score -639880.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -639880.937500 Penalty: 4176.330566 Iteration 25Q: 3 clusters Score -639880.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -639880.937500 Penalty: 4176.330566 Iteration 26F: 3 clusters Score -639880.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (8311 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8311 members Entering Unmasked Estep Score: -1276343.875000 Penalty: 2238.283203 Iteration 0F: 2 clusters Score -1276344 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -1269728.750000 Penalty: 4476.566406 Iteration 0F: 3 clusters Score -1269729 nChanged 3409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -1271594.750000 Penalty: 4476.566406 Iteration 1F: 3 clusters Score -1271595 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -1272094.375000 Penalty: 4476.566406 Iteration 2F: 3 clusters Score -1272094 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -1272827.625000 Penalty: 4476.566406 Iteration 3F: 3 clusters Score -1272828 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -1273918.000000 Penalty: 4476.566406 Iteration 4F: 3 clusters Score -1273918 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -1274982.250000 Penalty: 4476.566406 Iteration 5F: 3 clusters Score -1274982 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -1275634.250000 Penalty: 4476.566406 Iteration 6F: 3 clusters Score -1275634 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -1275894.750000 Penalty: 4476.566406 Iteration 7Q: 3 clusters Score -1275895 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -1276011.000000 Penalty: 4476.566406 Iteration 8Q: 3 clusters Score -1276011 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -1276081.250000 Penalty: 4476.566406 Iteration 9Q: 3 clusters Score -1276081 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -1276116.375000 Penalty: 4476.566406 Iteration 10Q: 3 clusters Score -1276116 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -1276139.375000 Penalty: 4476.566406 Iteration 11Q: 3 clusters Score -1276139 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -1276164.875000 Penalty: 4476.566406 Iteration 12Q: 3 clusters Score -1276165 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -1276174.125000 Penalty: 4476.566406 Iteration 13Q: 3 clusters Score -1276174 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -1276189.375000 Penalty: 4476.566406 Iteration 14Q: 3 clusters Score -1276189 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -1276204.125000 Penalty: 4476.566406 Iteration 15Q: 3 clusters Score -1276204 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -1276219.125000 Penalty: 4476.566406 Iteration 16Q: 3 clusters Score -1276219 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -1276236.375000 Penalty: 4476.566406 Iteration 17Q: 3 clusters Score -1276236 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -1276250.000000 Penalty: 4476.566406 Iteration 18Q: 3 clusters Score -1276250 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -1276262.875000 Penalty: 4476.566406 Iteration 19Q: 3 clusters Score -1276263 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -1276270.125000 Penalty: 4476.566406 Iteration 20F: 3 clusters Score -1276270 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -1276273.250000 Penalty: 4476.566406 Iteration 21Q: 3 clusters Score -1276273 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -1276276.125000 Penalty: 4476.566406 Iteration 22Q: 3 clusters Score -1276276 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -1276279.375000 Penalty: 4476.566406 Iteration 23Q: 3 clusters Score -1276279 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -1276281.500000 Penalty: 4476.566406 Iteration 24Q: 3 clusters Score -1276282 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -1276282.250000 Penalty: 4476.566406 Iteration 25Q: 3 clusters Score -1276282 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -1276287.125000 Penalty: 4476.566406 Iteration 26Q: 3 clusters Score -1276287 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -1276286.750000 Penalty: 4476.566406 Iteration 27Q: 3 clusters Score -1276287 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -1276291.375000 Penalty: 4476.566406 Iteration 28Q: 3 clusters Score -1276291 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -1276289.750000 Penalty: 4476.566406 Iteration 29Q: 3 clusters Score -1276290 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -1276291.125000 Penalty: 4476.566406 Iteration 30Q: 3 clusters Score -1276291 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -1276291.875000 Penalty: 4476.566406 Iteration 31Q: 3 clusters Score -1276292 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -1276293.000000 Penalty: 4476.566406 Iteration 32Q: 3 clusters Score -1276293 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -1276294.500000 Penalty: 4476.566406 Iteration 33Q: 3 clusters Score -1276294 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -1276295.625000 Penalty: 4476.566406 Iteration 34Q: 3 clusters Score -1276296 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -1276294.500000 Penalty: 4476.566406 Iteration 35Q: 3 clusters Score -1276294 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -1276294.500000 Penalty: 4476.566406 Iteration 36F: 3 clusters Score -1276294 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (11346 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11346 members Entering Unmasked Estep Score: -1715437.750000 Penalty: 2315.481934 Iteration 0F: 2 clusters Score -1715438 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -1706960.000000 Penalty: 4630.963867 Iteration 0F: 3 clusters Score -1706960 nChanged 4803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 6294 members Entering Unmasked Estep Score: -1709802.125000 Penalty: 4630.963867 Iteration 1F: 3 clusters Score -1709802 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -1710894.375000 Penalty: 4630.963867 Iteration 2F: 3 clusters Score -1710894 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -1712454.000000 Penalty: 4630.963867 Iteration 3F: 3 clusters Score -1712454 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -1714081.750000 Penalty: 4630.963867 Iteration 4F: 3 clusters Score -1714082 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 8317 members Entering Unmasked Estep Score: -1715130.875000 Penalty: 4630.963867 Iteration 5F: 3 clusters Score -1715131 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 8430 members Entering Unmasked Estep Score: -1715650.500000 Penalty: 4630.963867 Iteration 6F: 3 clusters Score -1715650 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 8399 members Entering Unmasked Estep Score: -1715991.625000 Penalty: 4630.963867 Iteration 7Q: 3 clusters Score -1715992 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 8288 members Entering Unmasked Estep Score: -1716248.125000 Penalty: 4630.963867 Iteration 8Q: 3 clusters Score -1716248 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 8139 members Entering Unmasked Estep Score: -1716465.375000 Penalty: 4630.963867 Iteration 9Q: 3 clusters Score -1716465 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 7967 members Entering Unmasked Estep Score: -1716657.625000 Penalty: 4630.963867 Iteration 10Q: 3 clusters Score -1716658 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 7767 members Entering Unmasked Estep Score: -1716873.500000 Penalty: 4630.963867 Iteration 11Q: 3 clusters Score -1716874 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 7562 members Entering Unmasked Estep Score: -1717114.250000 Penalty: 4630.963867 Iteration 12Q: 3 clusters Score -1717114 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 7310 members Entering Unmasked Estep Score: -1717477.125000 Penalty: 4630.963867 Iteration 13Q: 3 clusters Score -1717477 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -1717892.750000 Penalty: 4630.963867 Iteration 14Q: 3 clusters Score -1717893 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 6809 members Entering Unmasked Estep Score: -1718353.500000 Penalty: 4630.963867 Iteration 15Q: 3 clusters Score -1718354 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -1718701.375000 Penalty: 4630.963867 Iteration 16Q: 3 clusters Score -1718701 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 6375 members Entering Unmasked Estep Score: -1718952.000000 Penalty: 4630.963867 Iteration 17Q: 3 clusters Score -1718952 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 6163 members Entering Unmasked Estep Score: -1719219.250000 Penalty: 4630.963867 Iteration 18Q: 3 clusters Score -1719219 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -1719431.000000 Penalty: 4630.963867 Iteration 19Q: 3 clusters Score -1719431 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -1719552.250000 Penalty: 4630.963867 Iteration 20F: 3 clusters Score -1719552 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -1719655.625000 Penalty: 4630.963867 Iteration 21Q: 3 clusters Score -1719656 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5826 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -1719713.250000 Penalty: 4630.963867 Iteration 22Q: 3 clusters Score -1719713 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -1719749.500000 Penalty: 4630.963867 Iteration 23Q: 3 clusters Score -1719750 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -1719768.750000 Penalty: 4630.963867 Iteration 24Q: 3 clusters Score -1719769 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -1719782.375000 Penalty: 4630.963867 Iteration 25Q: 3 clusters Score -1719782 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -1719791.000000 Penalty: 4630.963867 Iteration 26Q: 3 clusters Score -1719791 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -1719793.000000 Penalty: 4630.963867 Iteration 27Q: 3 clusters Score -1719793 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -1719793.375000 Penalty: 4630.963867 Iteration 28Q: 3 clusters Score -1719793 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6092 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -1719793.000000 Penalty: 4630.963867 Iteration 29Q: 3 clusters Score -1719793 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -1719795.250000 Penalty: 4630.963867 Iteration 30Q: 3 clusters Score -1719795 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -1719795.625000 Penalty: 4630.963867 Iteration 31Q: 3 clusters Score -1719796 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -1719795.375000 Penalty: 4630.963867 Iteration 32Q: 3 clusters Score -1719795 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -1719799.750000 Penalty: 4630.963867 Iteration 33Q: 3 clusters Score -1719800 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -1719793.625000 Penalty: 4630.963867 Iteration 34Q: 3 clusters Score -1719794 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -1719794.000000 Penalty: 4630.963867 Iteration 35Q: 3 clusters Score -1719794 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -1719797.375000 Penalty: 4630.963867 Iteration 36Q: 3 clusters Score -1719797 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -1719797.375000 Penalty: 4630.963867 Iteration 37F: 3 clusters Score -1719797 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 10841 members Mstep: Class 3 contains 2415 members Mstep: Class 4 contains 1520 members Mstep: Class 5 contains 4981 members Mstep: Class 6 contains 37739 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 322 members Mstep: Class 9 contains 2471 members Mstep: Class 10 contains 4537 members Mstep: Class 11 contains 8311 members Mstep: Class 12 contains 6128 members Mstep: Class 13 contains 8852 members Mstep: Class 14 contains 32721 members Mstep: Class 15 contains 35322 members Mstep: Class 16 contains 99852 members Mstep: Class 17 contains 29293 members Mstep: Class 18 contains 1479 members Mstep: Class 19 contains 6850 members Mstep: Class 20 contains 124381 members Mstep: Class 21 contains 2471 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1219 members Mstep: Class 24 contains 3790 members Mstep: Class 25 contains 5218 members Entering Unmasked Estep Score: -65545496.000000 Penalty: 80622.406250 Splitting cluster 12 changes total score from -65524444.000000 to -65545496.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 13 (8852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8852 members Entering Unmasked Estep Score: -1194065.250000 Penalty: 2253.922852 Iteration 0F: 2 clusters Score -1194065 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -1187087.625000 Penalty: 4507.845703 Iteration 0F: 3 clusters Score -1187088 nChanged 3711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -1189374.000000 Penalty: 4507.845703 Iteration 1F: 3 clusters Score -1189374 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -1189898.750000 Penalty: 4507.845703 Iteration 2F: 3 clusters Score -1189899 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1190256.375000 Penalty: 4507.845703 Iteration 3F: 3 clusters Score -1190256 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -1190544.125000 Penalty: 4507.845703 Iteration 4F: 3 clusters Score -1190544 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -1190820.875000 Penalty: 4507.845703 Iteration 5Q: 3 clusters Score -1190821 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -1191068.500000 Penalty: 4507.845703 Iteration 6Q: 3 clusters Score -1191068 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -1191296.875000 Penalty: 4507.845703 Iteration 7Q: 3 clusters Score -1191297 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -1191502.625000 Penalty: 4507.845703 Iteration 8Q: 3 clusters Score -1191503 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -1191674.875000 Penalty: 4507.845703 Iteration 9Q: 3 clusters Score -1191675 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5542 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -1191806.875000 Penalty: 4507.845703 Iteration 10Q: 3 clusters Score -1191807 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -1191890.250000 Penalty: 4507.845703 Iteration 11Q: 3 clusters Score -1191890 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -1191945.125000 Penalty: 4507.845703 Iteration 12Q: 3 clusters Score -1191945 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -1191994.625000 Penalty: 4507.845703 Iteration 13Q: 3 clusters Score -1191995 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -1192052.000000 Penalty: 4507.845703 Iteration 14Q: 3 clusters Score -1192052 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -1192095.375000 Penalty: 4507.845703 Iteration 15Q: 3 clusters Score -1192095 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -1192129.625000 Penalty: 4507.845703 Iteration 16Q: 3 clusters Score -1192130 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -1192170.375000 Penalty: 4507.845703 Iteration 17Q: 3 clusters Score -1192170 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -1192210.375000 Penalty: 4507.845703 Iteration 18Q: 3 clusters Score -1192210 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -1192242.125000 Penalty: 4507.845703 Iteration 19Q: 3 clusters Score -1192242 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -1192271.875000 Penalty: 4507.845703 Iteration 20F: 3 clusters Score -1192272 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -1192294.625000 Penalty: 4507.845703 Iteration 21Q: 3 clusters Score -1192295 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5686 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -1192320.250000 Penalty: 4507.845703 Iteration 22Q: 3 clusters Score -1192320 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -1192356.000000 Penalty: 4507.845703 Iteration 23Q: 3 clusters Score -1192356 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -1192386.750000 Penalty: 4507.845703 Iteration 24Q: 3 clusters Score -1192387 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -1192434.500000 Penalty: 4507.845703 Iteration 25Q: 3 clusters Score -1192434 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -1192481.500000 Penalty: 4507.845703 Iteration 26Q: 3 clusters Score -1192482 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -1192533.875000 Penalty: 4507.845703 Iteration 27Q: 3 clusters Score -1192534 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -1192583.875000 Penalty: 4507.845703 Iteration 28Q: 3 clusters Score -1192584 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -1192614.500000 Penalty: 4507.845703 Iteration 29Q: 3 clusters Score -1192614 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -1192653.500000 Penalty: 4507.845703 Iteration 30Q: 3 clusters Score -1192654 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -1192686.250000 Penalty: 4507.845703 Iteration 31Q: 3 clusters Score -1192686 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -1192707.125000 Penalty: 4507.845703 Iteration 32Q: 3 clusters Score -1192707 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -1192734.375000 Penalty: 4507.845703 Iteration 33Q: 3 clusters Score -1192734 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -1192759.250000 Penalty: 4507.845703 Iteration 34Q: 3 clusters Score -1192759 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -1192793.125000 Penalty: 4507.845703 Iteration 35Q: 3 clusters Score -1192793 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -1192830.625000 Penalty: 4507.845703 Iteration 36Q: 3 clusters Score -1192831 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -1192854.750000 Penalty: 4507.845703 Iteration 37Q: 3 clusters Score -1192855 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -1192882.000000 Penalty: 4507.845703 Iteration 38Q: 3 clusters Score -1192882 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -1192897.125000 Penalty: 4507.845703 Iteration 39Q: 3 clusters Score -1192897 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -1192915.625000 Penalty: 4507.845703 Iteration 40F: 3 clusters Score -1192916 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -1192941.875000 Penalty: 4507.845703 Iteration 41Q: 3 clusters Score -1192942 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -1192974.750000 Penalty: 4507.845703 Iteration 42Q: 3 clusters Score -1192975 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -1193030.375000 Penalty: 4507.845703 Iteration 43Q: 3 clusters Score -1193030 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -1193074.625000 Penalty: 4507.845703 Iteration 44Q: 3 clusters Score -1193075 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6231 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -1193115.625000 Penalty: 4507.845703 Iteration 45Q: 3 clusters Score -1193116 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -1193147.625000 Penalty: 4507.845703 Iteration 46Q: 3 clusters Score -1193148 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -1193177.875000 Penalty: 4507.845703 Iteration 47Q: 3 clusters Score -1193178 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -1193207.500000 Penalty: 4507.845703 Iteration 48Q: 3 clusters Score -1193208 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -1193233.000000 Penalty: 4507.845703 Iteration 49Q: 3 clusters Score -1193233 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -1193260.375000 Penalty: 4507.845703 Iteration 50Q: 3 clusters Score -1193260 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -1193276.625000 Penalty: 4507.845703 Iteration 51Q: 3 clusters Score -1193277 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1193298.375000 Penalty: 4507.845703 Iteration 52Q: 3 clusters Score -1193298 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -1193316.500000 Penalty: 4507.845703 Iteration 53Q: 3 clusters Score -1193316 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -1193329.375000 Penalty: 4507.845703 Iteration 54Q: 3 clusters Score -1193329 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -1193337.625000 Penalty: 4507.845703 Iteration 55Q: 3 clusters Score -1193338 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -1193347.500000 Penalty: 4507.845703 Iteration 56Q: 3 clusters Score -1193348 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -1193352.000000 Penalty: 4507.845703 Iteration 57Q: 3 clusters Score -1193352 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6598 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -1193355.625000 Penalty: 4507.845703 Iteration 58Q: 3 clusters Score -1193356 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -1193363.875000 Penalty: 4507.845703 Iteration 59Q: 3 clusters Score -1193364 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -1193365.375000 Penalty: 4507.845703 Iteration 60F: 3 clusters Score -1193365 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -1193369.750000 Penalty: 4507.845703 Iteration 61Q: 3 clusters Score -1193370 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -1193371.625000 Penalty: 4507.845703 Iteration 62Q: 3 clusters Score -1193372 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -1193375.375000 Penalty: 4507.845703 Iteration 63Q: 3 clusters Score -1193375 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -1193376.625000 Penalty: 4507.845703 Iteration 64Q: 3 clusters Score -1193377 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -1193378.500000 Penalty: 4507.845703 Iteration 65Q: 3 clusters Score -1193378 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6646 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -1193381.750000 Penalty: 4507.845703 Iteration 66Q: 3 clusters Score -1193382 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -1193379.000000 Penalty: 4507.845703 Iteration 67Q: 3 clusters Score -1193379 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -1193380.750000 Penalty: 4507.845703 Iteration 68Q: 3 clusters Score -1193381 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -1193379.250000 Penalty: 4507.845703 Iteration 69Q: 3 clusters Score -1193379 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -1193379.250000 Penalty: 4507.845703 Iteration 70F: 3 clusters Score -1193379 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (32721 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32721 members Entering Unmasked Estep Score: -5022276.500000 Penalty: 2578.151367 Iteration 0F: 2 clusters Score -5022276 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16416 members Mstep: Class 2 contains 16305 members Entering Unmasked Estep Score: -4999944.000000 Penalty: 5156.302734 Iteration 0F: 3 clusters Score -4999944 nChanged 14906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17104 members Mstep: Class 2 contains 15617 members Entering Unmasked Estep Score: -5009437.500000 Penalty: 5156.302734 Iteration 1F: 3 clusters Score -5009438 nChanged 2716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17874 members Mstep: Class 2 contains 14847 members Entering Unmasked Estep Score: -5012633.500000 Penalty: 5156.302734 Iteration 2F: 3 clusters Score -5012634 nChanged 3298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19550 members Mstep: Class 2 contains 13171 members Entering Unmasked Estep Score: -5017094.000000 Penalty: 5156.302734 Iteration 3F: 3 clusters Score -5017094 nChanged 3790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22128 members Mstep: Class 2 contains 10593 members Entering Unmasked Estep Score: -5021421.500000 Penalty: 5156.302734 Iteration 4F: 3 clusters Score -5021422 nChanged 2722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23910 members Mstep: Class 2 contains 8811 members Entering Unmasked Estep Score: -5023945.500000 Penalty: 5156.302734 Iteration 5F: 3 clusters Score -5023946 nChanged 1525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24677 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -5025155.000000 Penalty: 5156.302734 Iteration 6Q: 3 clusters Score -5025155 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24994 members Mstep: Class 2 contains 7727 members Entering Unmasked Estep Score: -5025797.000000 Penalty: 5156.302734 Iteration 7Q: 3 clusters Score -5025797 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25160 members Mstep: Class 2 contains 7561 members Entering Unmasked Estep Score: -5026131.000000 Penalty: 5156.302734 Iteration 8Q: 3 clusters Score -5026131 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25255 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -5026371.500000 Penalty: 5156.302734 Iteration 9Q: 3 clusters Score -5026372 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25331 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -5026525.000000 Penalty: 5156.302734 Iteration 10Q: 3 clusters Score -5026525 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25419 members Mstep: Class 2 contains 7302 members Entering Unmasked Estep Score: -5026623.500000 Penalty: 5156.302734 Iteration 11Q: 3 clusters Score -5026624 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25524 members Mstep: Class 2 contains 7197 members Entering Unmasked Estep Score: -5026782.000000 Penalty: 5156.302734 Iteration 12Q: 3 clusters Score -5026782 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25647 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -5026939.000000 Penalty: 5156.302734 Iteration 13Q: 3 clusters Score -5026939 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25770 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -5027062.000000 Penalty: 5156.302734 Iteration 14Q: 3 clusters Score -5027062 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25852 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -5027123.000000 Penalty: 5156.302734 Iteration 15Q: 3 clusters Score -5027123 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25904 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -5027143.500000 Penalty: 5156.302734 Iteration 16Q: 3 clusters Score -5027144 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25933 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -5027148.000000 Penalty: 5156.302734 Iteration 17Q: 3 clusters Score -5027148 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25953 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -5027159.000000 Penalty: 5156.302734 Iteration 18Q: 3 clusters Score -5027159 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25965 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -5027169.500000 Penalty: 5156.302734 Iteration 19Q: 3 clusters Score -5027170 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25975 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -5027168.500000 Penalty: 5156.302734 Iteration 20F: 3 clusters Score -5027168 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25982 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -5027171.500000 Penalty: 5156.302734 Iteration 21Q: 3 clusters Score -5027172 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25990 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -5027167.500000 Penalty: 5156.302734 Iteration 22Q: 3 clusters Score -5027168 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25998 members Mstep: Class 2 contains 6723 members Entering Unmasked Estep Score: -5027168.500000 Penalty: 5156.302734 Iteration 23Q: 3 clusters Score -5027168 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26004 members Mstep: Class 2 contains 6717 members Entering Unmasked Estep Score: -5027177.500000 Penalty: 5156.302734 Iteration 24Q: 3 clusters Score -5027178 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26007 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -5027173.000000 Penalty: 5156.302734 Iteration 25Q: 3 clusters Score -5027173 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26012 members Mstep: Class 2 contains 6709 members Entering Unmasked Estep Score: -5027171.000000 Penalty: 5156.302734 Iteration 26Q: 3 clusters Score -5027171 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26015 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -5027178.000000 Penalty: 5156.302734 Iteration 27Q: 3 clusters Score -5027178 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26015 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -5027178.000000 Penalty: 5156.302734 Iteration 28F: 3 clusters Score -5027178 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 10841 members Mstep: Class 3 contains 2415 members Mstep: Class 4 contains 1520 members Mstep: Class 5 contains 4981 members Mstep: Class 6 contains 37739 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 322 members Mstep: Class 9 contains 2471 members Mstep: Class 10 contains 4537 members Mstep: Class 11 contains 8311 members Mstep: Class 12 contains 6128 members Mstep: Class 13 contains 8852 members Mstep: Class 14 contains 26015 members Mstep: Class 15 contains 35322 members Mstep: Class 16 contains 99852 members Mstep: Class 17 contains 29293 members Mstep: Class 18 contains 1479 members Mstep: Class 19 contains 6850 members Mstep: Class 20 contains 124381 members Mstep: Class 21 contains 2471 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1219 members Mstep: Class 24 contains 3790 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 6706 members Entering Unmasked Estep Score: -65549872.000000 Penalty: 83847.296875 Splitting cluster 14 changes total score from -65524444.000000 to -65549872.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 15 (35322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35322 members Entering Unmasked Estep Score: -5364760.000000 Penalty: 2597.120850 Iteration 0F: 2 clusters Score -5364760 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17528 members Mstep: Class 2 contains 17794 members Entering Unmasked Estep Score: -5340689.500000 Penalty: 5194.241699 Iteration 0F: 3 clusters Score -5340690 nChanged 16116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16906 members Mstep: Class 2 contains 18416 members Entering Unmasked Estep Score: -5349639.000000 Penalty: 5194.241699 Iteration 1F: 3 clusters Score -5349639 nChanged 1790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16692 members Mstep: Class 2 contains 18630 members Entering Unmasked Estep Score: -5350420.000000 Penalty: 5194.241699 Iteration 2F: 3 clusters Score -5350420 nChanged 1870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16528 members Mstep: Class 2 contains 18794 members Entering Unmasked Estep Score: -5351485.000000 Penalty: 5194.241699 Iteration 3F: 3 clusters Score -5351485 nChanged 2178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16420 members Mstep: Class 2 contains 18902 members Entering Unmasked Estep Score: -5353299.500000 Penalty: 5194.241699 Iteration 4F: 3 clusters Score -5353300 nChanged 2810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16554 members Mstep: Class 2 contains 18768 members Entering Unmasked Estep Score: -5356532.000000 Penalty: 5194.241699 Iteration 5F: 3 clusters Score -5356532 nChanged 3535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16885 members Mstep: Class 2 contains 18437 members Entering Unmasked Estep Score: -5360977.000000 Penalty: 5194.241699 Iteration 6F: 3 clusters Score -5360977 nChanged 3485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17294 members Mstep: Class 2 contains 18028 members Entering Unmasked Estep Score: -5364412.500000 Penalty: 5194.241699 Iteration 7F: 3 clusters Score -5364412 nChanged 2487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17433 members Mstep: Class 2 contains 17889 members Entering Unmasked Estep Score: -5366028.000000 Penalty: 5194.241699 Iteration 8F: 3 clusters Score -5366028 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17474 members Mstep: Class 2 contains 17848 members Entering Unmasked Estep Score: -5366582.500000 Penalty: 5194.241699 Iteration 9Q: 3 clusters Score -5366582 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17475 members Mstep: Class 2 contains 17847 members Entering Unmasked Estep Score: -5366824.000000 Penalty: 5194.241699 Iteration 10Q: 3 clusters Score -5366824 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17501 members Mstep: Class 2 contains 17821 members Entering Unmasked Estep Score: -5366923.500000 Penalty: 5194.241699 Iteration 11Q: 3 clusters Score -5366924 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17530 members Mstep: Class 2 contains 17792 members Entering Unmasked Estep Score: -5366994.000000 Penalty: 5194.241699 Iteration 12Q: 3 clusters Score -5366994 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17544 members Mstep: Class 2 contains 17778 members Entering Unmasked Estep Score: -5367047.000000 Penalty: 5194.241699 Iteration 13Q: 3 clusters Score -5367047 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17561 members Mstep: Class 2 contains 17761 members Entering Unmasked Estep Score: -5367086.500000 Penalty: 5194.241699 Iteration 14Q: 3 clusters Score -5367086 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17563 members Mstep: Class 2 contains 17759 members Entering Unmasked Estep Score: -5367088.000000 Penalty: 5194.241699 Iteration 15Q: 3 clusters Score -5367088 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17570 members Mstep: Class 2 contains 17752 members Entering Unmasked Estep Score: -5367076.500000 Penalty: 5194.241699 Iteration 16Q: 3 clusters Score -5367076 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17584 members Mstep: Class 2 contains 17738 members Entering Unmasked Estep Score: -5367089.500000 Penalty: 5194.241699 Iteration 17Q: 3 clusters Score -5367090 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17587 members Mstep: Class 2 contains 17735 members Entering Unmasked Estep Score: -5367090.500000 Penalty: 5194.241699 Iteration 18Q: 3 clusters Score -5367090 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17593 members Mstep: Class 2 contains 17729 members Entering Unmasked Estep Score: -5367099.000000 Penalty: 5194.241699 Iteration 19Q: 3 clusters Score -5367099 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17604 members Mstep: Class 2 contains 17718 members Entering Unmasked Estep Score: -5367108.000000 Penalty: 5194.241699 Iteration 20F: 3 clusters Score -5367108 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17617 members Mstep: Class 2 contains 17705 members Entering Unmasked Estep Score: -5367110.500000 Penalty: 5194.241699 Iteration 21Q: 3 clusters Score -5367110 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17631 members Mstep: Class 2 contains 17691 members Entering Unmasked Estep Score: -5367118.000000 Penalty: 5194.241699 Iteration 22Q: 3 clusters Score -5367118 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17645 members Mstep: Class 2 contains 17677 members Entering Unmasked Estep Score: -5367116.500000 Penalty: 5194.241699 Iteration 23Q: 3 clusters Score -5367116 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17654 members Mstep: Class 2 contains 17668 members Entering Unmasked Estep Score: -5367110.500000 Penalty: 5194.241699 Iteration 24Q: 3 clusters Score -5367110 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17659 members Mstep: Class 2 contains 17663 members Entering Unmasked Estep Score: -5367115.500000 Penalty: 5194.241699 Iteration 25Q: 3 clusters Score -5367116 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17663 members Mstep: Class 2 contains 17659 members Entering Unmasked Estep Score: -5367117.000000 Penalty: 5194.241699 Iteration 26Q: 3 clusters Score -5367117 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17663 members Mstep: Class 2 contains 17659 members Entering Unmasked Estep Score: -5367110.000000 Penalty: 5194.241699 Iteration 27Q: 3 clusters Score -5367110 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17664 members Mstep: Class 2 contains 17658 members Entering Unmasked Estep Score: -5367115.000000 Penalty: 5194.241699 Iteration 28Q: 3 clusters Score -5367115 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17666 members Mstep: Class 2 contains 17656 members Entering Unmasked Estep Score: -5367117.500000 Penalty: 5194.241699 Iteration 29Q: 3 clusters Score -5367118 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17666 members Mstep: Class 2 contains 17656 members Entering Unmasked Estep Score: -5367113.500000 Penalty: 5194.241699 Iteration 30Q: 3 clusters Score -5367114 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17665 members Mstep: Class 2 contains 17657 members Entering Unmasked Estep Score: -5367109.500000 Penalty: 5194.241699 Iteration 31Q: 3 clusters Score -5367110 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17665 members Mstep: Class 2 contains 17657 members Entering Unmasked Estep Score: -5367109.000000 Penalty: 5194.241699 Iteration 32Q: 3 clusters Score -5367109 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17662 members Mstep: Class 2 contains 17660 members Entering Unmasked Estep Score: -5367112.500000 Penalty: 5194.241699 Iteration 33Q: 3 clusters Score -5367112 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17658 members Mstep: Class 2 contains 17664 members Entering Unmasked Estep Score: -5367111.500000 Penalty: 5194.241699 Iteration 34Q: 3 clusters Score -5367112 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17656 members Mstep: Class 2 contains 17666 members Entering Unmasked Estep Score: -5367108.000000 Penalty: 5194.241699 Iteration 35Q: 3 clusters Score -5367108 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17652 members Mstep: Class 2 contains 17670 members Entering Unmasked Estep Score: -5367108.500000 Penalty: 5194.241699 Iteration 36Q: 3 clusters Score -5367108 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17653 members Mstep: Class 2 contains 17669 members Entering Unmasked Estep Score: -5367109.500000 Penalty: 5194.241699 Iteration 37Q: 3 clusters Score -5367110 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17655 members Mstep: Class 2 contains 17667 members Entering Unmasked Estep Score: -5367112.000000 Penalty: 5194.241699 Iteration 38Q: 3 clusters Score -5367112 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17656 members Mstep: Class 2 contains 17666 members Entering Unmasked Estep Score: -5367113.000000 Penalty: 5194.241699 Iteration 39Q: 3 clusters Score -5367113 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17656 members Mstep: Class 2 contains 17666 members Entering Unmasked Estep Score: -5367119.000000 Penalty: 5194.241699 Iteration 40F: 3 clusters Score -5367119 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17656 members Mstep: Class 2 contains 17666 members Entering Unmasked Estep Score: -5367116.000000 Penalty: 5194.241699 Iteration 41Q: 3 clusters Score -5367116 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17654 members Mstep: Class 2 contains 17668 members Entering Unmasked Estep Score: -5367115.000000 Penalty: 5194.241699 Iteration 42Q: 3 clusters Score -5367115 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17654 members Mstep: Class 2 contains 17668 members Entering Unmasked Estep Score: -5367115.000000 Penalty: 5194.241699 Iteration 43Q: 3 clusters Score -5367115 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17654 members Mstep: Class 2 contains 17668 members Entering Unmasked Estep Score: -5367115.000000 Penalty: 5194.241699 Iteration 44F: 3 clusters Score -5367115 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 10841 members Mstep: Class 3 contains 2415 members Mstep: Class 4 contains 1520 members Mstep: Class 5 contains 4981 members Mstep: Class 6 contains 37739 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 322 members Mstep: Class 9 contains 2471 members Mstep: Class 10 contains 4537 members Mstep: Class 11 contains 8311 members Mstep: Class 12 contains 6128 members Mstep: Class 13 contains 8852 members Mstep: Class 14 contains 26015 members Mstep: Class 15 contains 17654 members Mstep: Class 16 contains 99852 members Mstep: Class 17 contains 29293 members Mstep: Class 18 contains 1479 members Mstep: Class 19 contains 6850 members Mstep: Class 20 contains 124381 members Mstep: Class 21 contains 2471 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1219 members Mstep: Class 24 contains 3790 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 6706 members Mstep: Class 27 contains 17668 members Entering Unmasked Estep Score: -65551656.000000 Penalty: 87072.195312 Splitting cluster 15 changes total score from -65524444.000000 to -65551656.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 16 (99852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99852 members Entering Unmasked Estep Score: -14645380.000000 Penalty: 2854.838135 Iteration 0F: 2 clusters Score -1.464538e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49956 members Mstep: Class 2 contains 49896 members Entering Unmasked Estep Score: -14578595.000000 Penalty: 5709.676270 Iteration 0F: 3 clusters Score -1.45786e+07 nChanged 47313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50191 members Mstep: Class 2 contains 49661 members Entering Unmasked Estep Score: -14606601.000000 Penalty: 5709.676270 Iteration 1F: 3 clusters Score -1.46066e+07 nChanged 4736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50341 members Mstep: Class 2 contains 49511 members Entering Unmasked Estep Score: -14608392.000000 Penalty: 5709.676270 Iteration 2Q: 3 clusters Score -1.460839e+07 nChanged 4961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50506 members Mstep: Class 2 contains 49346 members Entering Unmasked Estep Score: -14610579.000000 Penalty: 5709.676270 Iteration 3Q: 3 clusters Score -1.461058e+07 nChanged 5098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50970 members Mstep: Class 2 contains 48882 members Entering Unmasked Estep Score: -14612819.000000 Penalty: 5709.676270 Iteration 4F: 3 clusters Score -1.461282e+07 nChanged 5384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51532 members Mstep: Class 2 contains 48320 members Entering Unmasked Estep Score: -14615491.000000 Penalty: 5709.676270 Iteration 5F: 3 clusters Score -1.461549e+07 nChanged 5643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52213 members Mstep: Class 2 contains 47639 members Entering Unmasked Estep Score: -14618811.000000 Penalty: 5709.676270 Iteration 6F: 3 clusters Score -1.461881e+07 nChanged 5875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53150 members Mstep: Class 2 contains 46702 members Entering Unmasked Estep Score: -14622217.000000 Penalty: 5709.676270 Iteration 7F: 3 clusters Score -1.462222e+07 nChanged 5688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54586 members Mstep: Class 2 contains 45266 members Entering Unmasked Estep Score: -14625390.000000 Penalty: 5709.676270 Iteration 8F: 3 clusters Score -1.462539e+07 nChanged 5109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56423 members Mstep: Class 2 contains 43429 members Entering Unmasked Estep Score: -14628108.000000 Penalty: 5709.676270 Iteration 9F: 3 clusters Score -1.462811e+07 nChanged 4544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58597 members Mstep: Class 2 contains 41255 members Entering Unmasked Estep Score: -14630629.000000 Penalty: 5709.676270 Iteration 10Q: 3 clusters Score -1.463063e+07 nChanged 3973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60870 members Mstep: Class 2 contains 38982 members Entering Unmasked Estep Score: -14632799.000000 Penalty: 5709.676270 Iteration 11Q: 3 clusters Score -1.46328e+07 nChanged 3494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63096 members Mstep: Class 2 contains 36756 members Entering Unmasked Estep Score: -14634419.000000 Penalty: 5709.676270 Iteration 12Q: 3 clusters Score -1.463442e+07 nChanged 2986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65294 members Mstep: Class 2 contains 34558 members Entering Unmasked Estep Score: -14635903.000000 Penalty: 5709.676270 Iteration 13Q: 3 clusters Score -1.46359e+07 nChanged 2588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67316 members Mstep: Class 2 contains 32536 members Entering Unmasked Estep Score: -14637156.000000 Penalty: 5709.676270 Iteration 14Q: 3 clusters Score -1.463716e+07 nChanged 2338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69322 members Mstep: Class 2 contains 30530 members Entering Unmasked Estep Score: -14638185.000000 Penalty: 5709.676270 Iteration 15Q: 3 clusters Score -1.463818e+07 nChanged 2071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71155 members Mstep: Class 2 contains 28697 members Entering Unmasked Estep Score: -14639164.000000 Penalty: 5709.676270 Iteration 16Q: 3 clusters Score -1.463916e+07 nChanged 1866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72909 members Mstep: Class 2 contains 26943 members Entering Unmasked Estep Score: -14640018.000000 Penalty: 5709.676270 Iteration 17Q: 3 clusters Score -1.464002e+07 nChanged 1796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74619 members Mstep: Class 2 contains 25233 members Entering Unmasked Estep Score: -14640693.000000 Penalty: 5709.676270 Iteration 18Q: 3 clusters Score -1.464069e+07 nChanged 1718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76275 members Mstep: Class 2 contains 23577 members Entering Unmasked Estep Score: -14641457.000000 Penalty: 5709.676270 Iteration 19Q: 3 clusters Score -1.464146e+07 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77833 members Mstep: Class 2 contains 22019 members Entering Unmasked Estep Score: -14642002.000000 Penalty: 5709.676270 Iteration 20F: 3 clusters Score -1.4642e+07 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79188 members Mstep: Class 2 contains 20664 members Entering Unmasked Estep Score: -14642513.000000 Penalty: 5709.676270 Iteration 21Q: 3 clusters Score -1.464251e+07 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80417 members Mstep: Class 2 contains 19435 members Entering Unmasked Estep Score: -14642811.000000 Penalty: 5709.676270 Iteration 22Q: 3 clusters Score -1.464281e+07 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81544 members Mstep: Class 2 contains 18308 members Entering Unmasked Estep Score: -14643103.000000 Penalty: 5709.676270 Iteration 23Q: 3 clusters Score -1.46431e+07 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82557 members Mstep: Class 2 contains 17295 members Entering Unmasked Estep Score: -14643373.000000 Penalty: 5709.676270 Iteration 24Q: 3 clusters Score -1.464337e+07 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83479 members Mstep: Class 2 contains 16373 members Entering Unmasked Estep Score: -14643568.000000 Penalty: 5709.676270 Iteration 25Q: 3 clusters Score -1.464357e+07 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84341 members Mstep: Class 2 contains 15511 members Entering Unmasked Estep Score: -14643815.000000 Penalty: 5709.676270 Iteration 26Q: 3 clusters Score -1.464382e+07 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85133 members Mstep: Class 2 contains 14719 members Entering Unmasked Estep Score: -14644004.000000 Penalty: 5709.676270 Iteration 27Q: 3 clusters Score -1.4644e+07 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85848 members Mstep: Class 2 contains 14004 members Entering Unmasked Estep Score: -14644183.000000 Penalty: 5709.676270 Iteration 28Q: 3 clusters Score -1.464418e+07 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86511 members Mstep: Class 2 contains 13341 members Entering Unmasked Estep Score: -14644377.000000 Penalty: 5709.676270 Iteration 29Q: 3 clusters Score -1.464438e+07 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87136 members Mstep: Class 2 contains 12716 members Entering Unmasked Estep Score: -14644522.000000 Penalty: 5709.676270 Iteration 30Q: 3 clusters Score -1.464452e+07 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87740 members Mstep: Class 2 contains 12112 members Entering Unmasked Estep Score: -14644680.000000 Penalty: 5709.676270 Iteration 31Q: 3 clusters Score -1.464468e+07 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88291 members Mstep: Class 2 contains 11561 members Entering Unmasked Estep Score: -14644888.000000 Penalty: 5709.676270 Iteration 32Q: 3 clusters Score -1.464489e+07 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88732 members Mstep: Class 2 contains 11120 members Entering Unmasked Estep Score: -14644996.000000 Penalty: 5709.676270 Iteration 33Q: 3 clusters Score -1.4645e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89139 members Mstep: Class 2 contains 10713 members Entering Unmasked Estep Score: -14645278.000000 Penalty: 5709.676270 Iteration 34Q: 3 clusters Score -1.464528e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89463 members Mstep: Class 2 contains 10389 members Entering Unmasked Estep Score: -14645449.000000 Penalty: 5709.676270 Iteration 35Q: 3 clusters Score -1.464545e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89756 members Mstep: Class 2 contains 10096 members Entering Unmasked Estep Score: -14645620.000000 Penalty: 5709.676270 Iteration 36Q: 3 clusters Score -1.464562e+07 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89992 members Mstep: Class 2 contains 9860 members Entering Unmasked Estep Score: -14645700.000000 Penalty: 5709.676270 Iteration 37Q: 3 clusters Score -1.46457e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90157 members Mstep: Class 2 contains 9695 members Entering Unmasked Estep Score: -14645833.000000 Penalty: 5709.676270 Iteration 38Q: 3 clusters Score -1.464583e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90295 members Mstep: Class 2 contains 9557 members Entering Unmasked Estep Score: -14645908.000000 Penalty: 5709.676270 Iteration 39Q: 3 clusters Score -1.464591e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90385 members Mstep: Class 2 contains 9467 members Entering Unmasked Estep Score: -14646008.000000 Penalty: 5709.676270 Iteration 40F: 3 clusters Score -1.464601e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90460 members Mstep: Class 2 contains 9392 members Entering Unmasked Estep Score: -14646140.000000 Penalty: 5709.676270 Iteration 41Q: 3 clusters Score -1.464614e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90510 members Mstep: Class 2 contains 9342 members Entering Unmasked Estep Score: -14646269.000000 Penalty: 5709.676270 Iteration 42Q: 3 clusters Score -1.464627e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90545 members Mstep: Class 2 contains 9307 members Entering Unmasked Estep Score: -14646280.000000 Penalty: 5709.676270 Iteration 43Q: 3 clusters Score -1.464628e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90571 members Mstep: Class 2 contains 9281 members Entering Unmasked Estep Score: -14646308.000000 Penalty: 5709.676270 Iteration 44Q: 3 clusters Score -1.464631e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90596 members Mstep: Class 2 contains 9256 members Entering Unmasked Estep Score: -14646322.000000 Penalty: 5709.676270 Iteration 45Q: 3 clusters Score -1.464632e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90613 members Mstep: Class 2 contains 9239 members Entering Unmasked Estep Score: -14646321.000000 Penalty: 5709.676270 Iteration 46Q: 3 clusters Score -1.464632e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90625 members Mstep: Class 2 contains 9227 members Entering Unmasked Estep Score: -14646354.000000 Penalty: 5709.676270 Iteration 47Q: 3 clusters Score -1.464635e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90624 members Mstep: Class 2 contains 9228 members Entering Unmasked Estep Score: -14646362.000000 Penalty: 5709.676270 Iteration 48Q: 3 clusters Score -1.464636e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90628 members Mstep: Class 2 contains 9224 members Entering Unmasked Estep Score: -14646370.000000 Penalty: 5709.676270 Iteration 49Q: 3 clusters Score -1.464637e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90629 members Mstep: Class 2 contains 9223 members Entering Unmasked Estep Score: -14646375.000000 Penalty: 5709.676270 Iteration 50Q: 3 clusters Score -1.464638e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90639 members Mstep: Class 2 contains 9213 members Entering Unmasked Estep Score: -14646390.000000 Penalty: 5709.676270 Iteration 51Q: 3 clusters Score -1.464639e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90644 members Mstep: Class 2 contains 9208 members Entering Unmasked Estep Score: -14646381.000000 Penalty: 5709.676270 Iteration 52Q: 3 clusters Score -1.464638e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90648 members Mstep: Class 2 contains 9204 members Entering Unmasked Estep Score: -14646383.000000 Penalty: 5709.676270 Iteration 53Q: 3 clusters Score -1.464638e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90652 members Mstep: Class 2 contains 9200 members Entering Unmasked Estep Score: -14646373.000000 Penalty: 5709.676270 Iteration 54Q: 3 clusters Score -1.464637e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90653 members Mstep: Class 2 contains 9199 members Entering Unmasked Estep Score: -14646370.000000 Penalty: 5709.676270 Iteration 55Q: 3 clusters Score -1.464637e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90654 members Mstep: Class 2 contains 9198 members Entering Unmasked Estep Score: -14646377.000000 Penalty: 5709.676270 Iteration 56Q: 3 clusters Score -1.464638e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90655 members Mstep: Class 2 contains 9197 members Entering Unmasked Estep Score: -14646378.000000 Penalty: 5709.676270 Iteration 57Q: 3 clusters Score -1.464638e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90656 members Mstep: Class 2 contains 9196 members Entering Unmasked Estep Score: -14646379.000000 Penalty: 5709.676270 Iteration 58Q: 3 clusters Score -1.464638e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90656 members Mstep: Class 2 contains 9196 members Entering Unmasked Estep Score: -14646374.000000 Penalty: 5709.676270 Iteration 59Q: 3 clusters Score -1.464637e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90656 members Mstep: Class 2 contains 9196 members Entering Unmasked Estep Score: -14646374.000000 Penalty: 5709.676270 Iteration 60F: 3 clusters Score -1.464637e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 10841 members Mstep: Class 3 contains 2415 members Mstep: Class 4 contains 1520 members Mstep: Class 5 contains 4981 members Mstep: Class 6 contains 37739 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 322 members Mstep: Class 9 contains 2471 members Mstep: Class 10 contains 4537 members Mstep: Class 11 contains 8311 members Mstep: Class 12 contains 6128 members Mstep: Class 13 contains 8852 members Mstep: Class 14 contains 26015 members Mstep: Class 15 contains 17654 members Mstep: Class 16 contains 90656 members Mstep: Class 17 contains 29293 members Mstep: Class 18 contains 1479 members Mstep: Class 19 contains 6850 members Mstep: Class 20 contains 124381 members Mstep: Class 21 contains 2471 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1219 members Mstep: Class 24 contains 3790 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 6706 members Mstep: Class 27 contains 17668 members Mstep: Class 28 contains 9196 members Entering Unmasked Estep Score: -65552512.000000 Penalty: 90297.093750 Splitting cluster 16 changes total score from -65524444.000000 to -65552512.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 17 (29293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29293 members Entering Unmasked Estep Score: -4353134.500000 Penalty: 2550.705811 Iteration 0F: 2 clusters Score -4353134 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14569 members Mstep: Class 2 contains 14724 members Entering Unmasked Estep Score: -4333008.500000 Penalty: 5101.411621 Iteration 0F: 3 clusters Score -4333008 nChanged 13226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14661 members Mstep: Class 2 contains 14632 members Entering Unmasked Estep Score: -4341089.000000 Penalty: 5101.411621 Iteration 1F: 3 clusters Score -4341089 nChanged 2201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15064 members Mstep: Class 2 contains 14229 members Entering Unmasked Estep Score: -4343046.000000 Penalty: 5101.411621 Iteration 2F: 3 clusters Score -4343046 nChanged 2751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15775 members Mstep: Class 2 contains 13518 members Entering Unmasked Estep Score: -4345967.500000 Penalty: 5101.411621 Iteration 3F: 3 clusters Score -4345968 nChanged 3020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16395 members Mstep: Class 2 contains 12898 members Entering Unmasked Estep Score: -4349208.500000 Penalty: 5101.411621 Iteration 4F: 3 clusters Score -4349208 nChanged 2525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16620 members Mstep: Class 2 contains 12673 members Entering Unmasked Estep Score: -4351276.000000 Penalty: 5101.411621 Iteration 5F: 3 clusters Score -4351276 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16499 members Mstep: Class 2 contains 12794 members Entering Unmasked Estep Score: -4352215.000000 Penalty: 5101.411621 Iteration 6F: 3 clusters Score -4352215 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16254 members Mstep: Class 2 contains 13039 members Entering Unmasked Estep Score: -4352614.000000 Penalty: 5101.411621 Iteration 7Q: 3 clusters Score -4352614 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15940 members Mstep: Class 2 contains 13353 members Entering Unmasked Estep Score: -4352774.000000 Penalty: 5101.411621 Iteration 8Q: 3 clusters Score -4352774 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15633 members Mstep: Class 2 contains 13660 members Entering Unmasked Estep Score: -4352896.500000 Penalty: 5101.411621 Iteration 9Q: 3 clusters Score -4352896 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15311 members Mstep: Class 2 contains 13982 members Entering Unmasked Estep Score: -4352985.500000 Penalty: 5101.411621 Iteration 10Q: 3 clusters Score -4352986 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15026 members Mstep: Class 2 contains 14267 members Entering Unmasked Estep Score: -4353059.500000 Penalty: 5101.411621 Iteration 11Q: 3 clusters Score -4353060 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14711 members Mstep: Class 2 contains 14582 members Entering Unmasked Estep Score: -4353147.500000 Penalty: 5101.411621 Iteration 12Q: 3 clusters Score -4353148 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14383 members Mstep: Class 2 contains 14910 members Entering Unmasked Estep Score: -4353230.500000 Penalty: 5101.411621 Iteration 13Q: 3 clusters Score -4353230 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14058 members Mstep: Class 2 contains 15235 members Entering Unmasked Estep Score: -4353328.000000 Penalty: 5101.411621 Iteration 14Q: 3 clusters Score -4353328 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13725 members Mstep: Class 2 contains 15568 members Entering Unmasked Estep Score: -4353396.500000 Penalty: 5101.411621 Iteration 15Q: 3 clusters Score -4353396 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13377 members Mstep: Class 2 contains 15916 members Entering Unmasked Estep Score: -4353485.500000 Penalty: 5101.411621 Iteration 16Q: 3 clusters Score -4353486 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13020 members Mstep: Class 2 contains 16273 members Entering Unmasked Estep Score: -4353570.500000 Penalty: 5101.411621 Iteration 17Q: 3 clusters Score -4353570 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12667 members Mstep: Class 2 contains 16626 members Entering Unmasked Estep Score: -4353651.500000 Penalty: 5101.411621 Iteration 18Q: 3 clusters Score -4353652 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12296 members Mstep: Class 2 contains 16997 members Entering Unmasked Estep Score: -4353743.000000 Penalty: 5101.411621 Iteration 19Q: 3 clusters Score -4353743 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11908 members Mstep: Class 2 contains 17385 members Entering Unmasked Estep Score: -4353865.000000 Penalty: 5101.411621 Iteration 20F: 3 clusters Score -4353865 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11550 members Mstep: Class 2 contains 17743 members Entering Unmasked Estep Score: -4353949.000000 Penalty: 5101.411621 Iteration 21Q: 3 clusters Score -4353949 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11213 members Mstep: Class 2 contains 18080 members Entering Unmasked Estep Score: -4354010.000000 Penalty: 5101.411621 Iteration 22Q: 3 clusters Score -4354010 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10875 members Mstep: Class 2 contains 18418 members Entering Unmasked Estep Score: -4354118.500000 Penalty: 5101.411621 Iteration 23Q: 3 clusters Score -4354118 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10548 members Mstep: Class 2 contains 18745 members Entering Unmasked Estep Score: -4354206.000000 Penalty: 5101.411621 Iteration 24Q: 3 clusters Score -4354206 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10233 members Mstep: Class 2 contains 19060 members Entering Unmasked Estep Score: -4354270.000000 Penalty: 5101.411621 Iteration 25Q: 3 clusters Score -4354270 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9961 members Mstep: Class 2 contains 19332 members Entering Unmasked Estep Score: -4354321.500000 Penalty: 5101.411621 Iteration 26Q: 3 clusters Score -4354322 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9696 members Mstep: Class 2 contains 19597 members Entering Unmasked Estep Score: -4354401.500000 Penalty: 5101.411621 Iteration 27Q: 3 clusters Score -4354402 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9430 members Mstep: Class 2 contains 19863 members Entering Unmasked Estep Score: -4354452.000000 Penalty: 5101.411621 Iteration 28Q: 3 clusters Score -4354452 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9207 members Mstep: Class 2 contains 20086 members Entering Unmasked Estep Score: -4354498.500000 Penalty: 5101.411621 Iteration 29Q: 3 clusters Score -4354498 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9008 members Mstep: Class 2 contains 20285 members Entering Unmasked Estep Score: -4354547.000000 Penalty: 5101.411621 Iteration 30Q: 3 clusters Score -4354547 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 20489 members Entering Unmasked Estep Score: -4354588.000000 Penalty: 5101.411621 Iteration 31Q: 3 clusters Score -4354588 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8600 members Mstep: Class 2 contains 20693 members Entering Unmasked Estep Score: -4354602.500000 Penalty: 5101.411621 Iteration 32Q: 3 clusters Score -4354602 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8437 members Mstep: Class 2 contains 20856 members Entering Unmasked Estep Score: -4354636.500000 Penalty: 5101.411621 Iteration 33Q: 3 clusters Score -4354636 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8288 members Mstep: Class 2 contains 21005 members Entering Unmasked Estep Score: -4354669.500000 Penalty: 5101.411621 Iteration 34Q: 3 clusters Score -4354670 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8156 members Mstep: Class 2 contains 21137 members Entering Unmasked Estep Score: -4354696.000000 Penalty: 5101.411621 Iteration 35Q: 3 clusters Score -4354696 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 21249 members Entering Unmasked Estep Score: -4354723.500000 Penalty: 5101.411621 Iteration 36Q: 3 clusters Score -4354724 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7949 members Mstep: Class 2 contains 21344 members Entering Unmasked Estep Score: -4354741.000000 Penalty: 5101.411621 Iteration 37Q: 3 clusters Score -4354741 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7869 members Mstep: Class 2 contains 21424 members Entering Unmasked Estep Score: -4354739.000000 Penalty: 5101.411621 Iteration 38Q: 3 clusters Score -4354739 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7800 members Mstep: Class 2 contains 21493 members Entering Unmasked Estep Score: -4354737.000000 Penalty: 5101.411621 Iteration 39Q: 3 clusters Score -4354737 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 21549 members Entering Unmasked Estep Score: -4354751.500000 Penalty: 5101.411621 Iteration 40F: 3 clusters Score -4354752 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 21620 members Entering Unmasked Estep Score: -4354769.000000 Penalty: 5101.411621 Iteration 41Q: 3 clusters Score -4354769 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7599 members Mstep: Class 2 contains 21694 members Entering Unmasked Estep Score: -4354776.000000 Penalty: 5101.411621 Iteration 42Q: 3 clusters Score -4354776 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 21777 members Entering Unmasked Estep Score: -4354794.000000 Penalty: 5101.411621 Iteration 43Q: 3 clusters Score -4354794 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7427 members Mstep: Class 2 contains 21866 members Entering Unmasked Estep Score: -4354803.000000 Penalty: 5101.411621 Iteration 44Q: 3 clusters Score -4354803 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7342 members Mstep: Class 2 contains 21951 members Entering Unmasked Estep Score: -4354810.000000 Penalty: 5101.411621 Iteration 45Q: 3 clusters Score -4354810 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7268 members Mstep: Class 2 contains 22025 members Entering Unmasked Estep Score: -4354838.000000 Penalty: 5101.411621 Iteration 46Q: 3 clusters Score -4354838 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 22102 members Entering Unmasked Estep Score: -4354844.500000 Penalty: 5101.411621 Iteration 47Q: 3 clusters Score -4354844 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 22167 members Entering Unmasked Estep Score: -4354842.500000 Penalty: 5101.411621 Iteration 48Q: 3 clusters Score -4354842 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 22215 members Entering Unmasked Estep Score: -4354843.500000 Penalty: 5101.411621 Iteration 49Q: 3 clusters Score -4354844 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7023 members Mstep: Class 2 contains 22270 members Entering Unmasked Estep Score: -4354852.500000 Penalty: 5101.411621 Iteration 50Q: 3 clusters Score -4354852 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6961 members Mstep: Class 2 contains 22332 members Entering Unmasked Estep Score: -4354838.000000 Penalty: 5101.411621 Iteration 51Q: 3 clusters Score -4354838 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 22378 members Entering Unmasked Estep Score: -4354842.000000 Penalty: 5101.411621 Iteration 52Q: 3 clusters Score -4354842 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 22416 members Entering Unmasked Estep Score: -4354853.000000 Penalty: 5101.411621 Iteration 53Q: 3 clusters Score -4354853 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Mstep: Class 2 contains 22453 members Entering Unmasked Estep Score: -4354855.500000 Penalty: 5101.411621 Iteration 54Q: 3 clusters Score -4354856 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6805 members Mstep: Class 2 contains 22488 members Entering Unmasked Estep Score: -4354862.500000 Penalty: 5101.411621 Iteration 55Q: 3 clusters Score -4354862 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 22514 members Entering Unmasked Estep Score: -4354864.500000 Penalty: 5101.411621 Iteration 56Q: 3 clusters Score -4354864 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 22540 members Entering Unmasked Estep Score: -4354873.500000 Penalty: 5101.411621 Iteration 57Q: 3 clusters Score -4354874 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 22558 members Entering Unmasked Estep Score: -4354879.000000 Penalty: 5101.411621 Iteration 58Q: 3 clusters Score -4354879 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 22582 members Entering Unmasked Estep Score: -4354880.500000 Penalty: 5101.411621 Iteration 59Q: 3 clusters Score -4354880 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 22607 members Entering Unmasked Estep Score: -4354891.500000 Penalty: 5101.411621 Iteration 60F: 3 clusters Score -4354892 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 22631 members Entering Unmasked Estep Score: -4354888.000000 Penalty: 5101.411621 Iteration 61Q: 3 clusters Score -4354888 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6629 members Mstep: Class 2 contains 22664 members Entering Unmasked Estep Score: -4354902.500000 Penalty: 5101.411621 Iteration 62Q: 3 clusters Score -4354902 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 22681 members Entering Unmasked Estep Score: -4354897.500000 Penalty: 5101.411621 Iteration 63Q: 3 clusters Score -4354898 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 22704 members Entering Unmasked Estep Score: -4354900.000000 Penalty: 5101.411621 Iteration 64Q: 3 clusters Score -4354900 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 22727 members Entering Unmasked Estep Score: -4354902.000000 Penalty: 5101.411621 Iteration 65Q: 3 clusters Score -4354902 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 22747 members Entering Unmasked Estep Score: -4354901.000000 Penalty: 5101.411621 Iteration 66Q: 3 clusters Score -4354901 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 22768 members Entering Unmasked Estep Score: -4354906.500000 Penalty: 5101.411621 Iteration 67Q: 3 clusters Score -4354906 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6502 members Mstep: Class 2 contains 22791 members Entering Unmasked Estep Score: -4354903.500000 Penalty: 5101.411621 Iteration 68Q: 3 clusters Score -4354904 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6481 members Mstep: Class 2 contains 22812 members Entering Unmasked Estep Score: -4354898.500000 Penalty: 5101.411621 Iteration 69Q: 3 clusters Score -4354898 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 22824 members Entering Unmasked Estep Score: -4354916.500000 Penalty: 5101.411621 Iteration 70Q: 3 clusters Score -4354916 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 22834 members Entering Unmasked Estep Score: -4354916.000000 Penalty: 5101.411621 Iteration 71Q: 3 clusters Score -4354916 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 22842 members Entering Unmasked Estep Score: -4354919.000000 Penalty: 5101.411621 Iteration 72Q: 3 clusters Score -4354919 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6443 members Mstep: Class 2 contains 22850 members Entering Unmasked Estep Score: -4354920.500000 Penalty: 5101.411621 Iteration 73Q: 3 clusters Score -4354920 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 22855 members Entering Unmasked Estep Score: -4354925.500000 Penalty: 5101.411621 Iteration 74Q: 3 clusters Score -4354926 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 22863 members Entering Unmasked Estep Score: -4354921.000000 Penalty: 5101.411621 Iteration 75Q: 3 clusters Score -4354921 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 22868 members Entering Unmasked Estep Score: -4354920.500000 Penalty: 5101.411621 Iteration 76Q: 3 clusters Score -4354920 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 22877 members Entering Unmasked Estep Score: -4354923.500000 Penalty: 5101.411621 Iteration 77Q: 3 clusters Score -4354924 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 22885 members Entering Unmasked Estep Score: -4354925.000000 Penalty: 5101.411621 Iteration 78Q: 3 clusters Score -4354925 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 22889 members Entering Unmasked Estep Score: -4354927.500000 Penalty: 5101.411621 Iteration 79Q: 3 clusters Score -4354928 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 22891 members Entering Unmasked Estep Score: -4354924.000000 Penalty: 5101.411621 Iteration 80F: 3 clusters Score -4354924 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 22894 members Entering Unmasked Estep Score: -4354931.000000 Penalty: 5101.411621 Iteration 81Q: 3 clusters Score -4354931 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 22898 members Entering Unmasked Estep Score: -4354933.500000 Penalty: 5101.411621 Iteration 82Q: 3 clusters Score -4354934 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 22900 members Entering Unmasked Estep Score: -4354933.000000 Penalty: 5101.411621 Iteration 83Q: 3 clusters Score -4354933 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 22900 members Entering Unmasked Estep Score: -4354933.000000 Penalty: 5101.411621 Iteration 84F: 3 clusters Score -4354933 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 10841 members Mstep: Class 3 contains 2415 members Mstep: Class 4 contains 1520 members Mstep: Class 5 contains 4981 members Mstep: Class 6 contains 37739 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 322 members Mstep: Class 9 contains 2471 members Mstep: Class 10 contains 4537 members Mstep: Class 11 contains 8311 members Mstep: Class 12 contains 6128 members Mstep: Class 13 contains 8852 members Mstep: Class 14 contains 26015 members Mstep: Class 15 contains 17654 members Mstep: Class 16 contains 90656 members Mstep: Class 17 contains 6393 members Mstep: Class 18 contains 1479 members Mstep: Class 19 contains 6850 members Mstep: Class 20 contains 124381 members Mstep: Class 21 contains 2471 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1219 members Mstep: Class 24 contains 3790 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 6706 members Mstep: Class 27 contains 17668 members Mstep: Class 28 contains 9196 members Mstep: Class 29 contains 22900 members Entering Unmasked Estep Score: -65553612.000000 Penalty: 93521.984375 Splitting cluster 17 changes total score from -65524444.000000 to -65553612.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 18 (1479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Entering Unmasked Estep Score: -203083.781250 Penalty: 1810.182129 Iteration 0F: 2 clusters Score -203083.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -201006.406250 Penalty: 3620.364258 Iteration 0F: 3 clusters Score -201006.4 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -201786.937500 Penalty: 3620.364258 Iteration 1F: 3 clusters Score -201786.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -202353.265625 Penalty: 3620.364258 Iteration 2F: 3 clusters Score -202353.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -202886.953125 Penalty: 3620.364258 Iteration 3F: 3 clusters Score -202887 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -203295.546875 Penalty: 3620.364258 Iteration 4F: 3 clusters Score -203295.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -203571.921875 Penalty: 3620.364258 Iteration 5F: 3 clusters Score -203571.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -203681.484375 Penalty: 3620.364258 Iteration 6Q: 3 clusters Score -203681.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -203742.453125 Penalty: 3620.364258 Iteration 7Q: 3 clusters Score -203742.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -203792.218750 Penalty: 3620.364258 Iteration 8Q: 3 clusters Score -203792.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -203868.171875 Penalty: 3620.364258 Iteration 9Q: 3 clusters Score -203868.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -203940.234375 Penalty: 3620.364258 Iteration 10Q: 3 clusters Score -203940.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -204002.718750 Penalty: 3620.364258 Iteration 11Q: 3 clusters Score -204002.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -204027.718750 Penalty: 3620.364258 Iteration 12Q: 3 clusters Score -204027.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -204048.546875 Penalty: 3620.364258 Iteration 13Q: 3 clusters Score -204048.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -204049.578125 Penalty: 3620.364258 Iteration 14Q: 3 clusters Score -204049.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -204050.000000 Penalty: 3620.364258 Iteration 15Q: 3 clusters Score -204050 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -204050.828125 Penalty: 3620.364258 Iteration 16F: 3 clusters Score -204050.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -204056.625000 Penalty: 3620.364258 Iteration 17Q: 3 clusters Score -204056.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -204062.312500 Penalty: 3620.364258 Iteration 18Q: 3 clusters Score -204062.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -204070.437500 Penalty: 3620.364258 Iteration 19Q: 3 clusters Score -204070.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -204078.281250 Penalty: 3620.364258 Iteration 20F: 3 clusters Score -204078.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 10841 members Mstep: Class 3 contains 2415 members Mstep: Class 4 contains 1520 members Mstep: Class 5 contains 4981 members Mstep: Class 6 contains 37739 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 322 members Mstep: Class 9 contains 2471 members Mstep: Class 10 contains 4537 members Mstep: Class 11 contains 8311 members Mstep: Class 12 contains 6128 members Mstep: Class 13 contains 8852 members Mstep: Class 14 contains 26015 members Mstep: Class 15 contains 17654 members Mstep: Class 16 contains 90656 members Mstep: Class 17 contains 6393 members Mstep: Class 18 contains 902 members Mstep: Class 19 contains 6850 members Mstep: Class 20 contains 124381 members Mstep: Class 21 contains 2471 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1219 members Mstep: Class 24 contains 3790 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 6706 members Mstep: Class 27 contains 17668 members Mstep: Class 28 contains 9196 members Mstep: Class 29 contains 22900 members Mstep: Class 30 contains 577 members Entering Unmasked Estep Score: -65553188.000000 Penalty: 96746.882812 Splitting cluster 18 changes total score from -65524444.000000 to -65553188.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 20 (124381 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124381 members Entering Unmasked Estep Score: -19299584.000000 Penalty: 2909.313965 Iteration 0F: 2 clusters Score -1.929958e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62213 members Mstep: Class 2 contains 62168 members Entering Unmasked Estep Score: -19231776.000000 Penalty: 5818.627930 Iteration 0F: 3 clusters Score -1.923178e+07 nChanged 59118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62139 members Mstep: Class 2 contains 62242 members Entering Unmasked Estep Score: -19266220.000000 Penalty: 5818.627930 Iteration 1F: 3 clusters Score -1.926622e+07 nChanged 4658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62007 members Mstep: Class 2 contains 62374 members Entering Unmasked Estep Score: -19268062.000000 Penalty: 5818.627930 Iteration 2Q: 3 clusters Score -1.926806e+07 nChanged 5906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61855 members Mstep: Class 2 contains 62526 members Entering Unmasked Estep Score: -19271590.000000 Penalty: 5818.627930 Iteration 3Q: 3 clusters Score -1.927159e+07 nChanged 7240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61883 members Mstep: Class 2 contains 62498 members Entering Unmasked Estep Score: -19276890.000000 Penalty: 5818.627930 Iteration 4F: 3 clusters Score -1.927689e+07 nChanged 8523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61970 members Mstep: Class 2 contains 62411 members Entering Unmasked Estep Score: -19283576.000000 Penalty: 5818.627930 Iteration 5F: 3 clusters Score -1.928358e+07 nChanged 9234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61798 members Mstep: Class 2 contains 62583 members Entering Unmasked Estep Score: -19291478.000000 Penalty: 5818.627930 Iteration 6F: 3 clusters Score -1.929148e+07 nChanged 9334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61124 members Mstep: Class 2 contains 63257 members Entering Unmasked Estep Score: -19300174.000000 Penalty: 5818.627930 Iteration 7F: 3 clusters Score -1.930017e+07 nChanged 7960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60136 members Mstep: Class 2 contains 64245 members Entering Unmasked Estep Score: -19306580.000000 Penalty: 5818.627930 Iteration 8F: 3 clusters Score -1.930658e+07 nChanged 5525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59297 members Mstep: Class 2 contains 65084 members Entering Unmasked Estep Score: -19309644.000000 Penalty: 5818.627930 Iteration 9Q: 3 clusters Score -1.930964e+07 nChanged 3491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58772 members Mstep: Class 2 contains 65609 members Entering Unmasked Estep Score: -19311256.000000 Penalty: 5818.627930 Iteration 10Q: 3 clusters Score -1.931126e+07 nChanged 2527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58533 members Mstep: Class 2 contains 65848 members Entering Unmasked Estep Score: -19312216.000000 Penalty: 5818.627930 Iteration 11Q: 3 clusters Score -1.931222e+07 nChanged 1998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58501 members Mstep: Class 2 contains 65880 members Entering Unmasked Estep Score: -19312978.000000 Penalty: 5818.627930 Iteration 12Q: 3 clusters Score -1.931298e+07 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58575 members Mstep: Class 2 contains 65806 members Entering Unmasked Estep Score: -19313366.000000 Penalty: 5818.627930 Iteration 13Q: 3 clusters Score -1.931337e+07 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58754 members Mstep: Class 2 contains 65627 members Entering Unmasked Estep Score: -19313752.000000 Penalty: 5818.627930 Iteration 14Q: 3 clusters Score -1.931375e+07 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58946 members Mstep: Class 2 contains 65435 members Entering Unmasked Estep Score: -19313902.000000 Penalty: 5818.627930 Iteration 15Q: 3 clusters Score -1.93139e+07 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59102 members Mstep: Class 2 contains 65279 members Entering Unmasked Estep Score: -19313928.000000 Penalty: 5818.627930 Iteration 16Q: 3 clusters Score -1.931393e+07 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59228 members Mstep: Class 2 contains 65153 members Entering Unmasked Estep Score: -19313918.000000 Penalty: 5818.627930 Iteration 17Q: 3 clusters Score -1.931392e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59346 members Mstep: Class 2 contains 65035 members Entering Unmasked Estep Score: -19313968.000000 Penalty: 5818.627930 Iteration 18Q: 3 clusters Score -1.931397e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59469 members Mstep: Class 2 contains 64912 members Entering Unmasked Estep Score: -19313982.000000 Penalty: 5818.627930 Iteration 19Q: 3 clusters Score -1.931398e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59574 members Mstep: Class 2 contains 64807 members Entering Unmasked Estep Score: -19314008.000000 Penalty: 5818.627930 Iteration 20F: 3 clusters Score -1.931401e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59650 members Mstep: Class 2 contains 64731 members Entering Unmasked Estep Score: -19314034.000000 Penalty: 5818.627930 Iteration 21Q: 3 clusters Score -1.931403e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59701 members Mstep: Class 2 contains 64680 members Entering Unmasked Estep Score: -19314010.000000 Penalty: 5818.627930 Iteration 22Q: 3 clusters Score -1.931401e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59744 members Mstep: Class 2 contains 64637 members Entering Unmasked Estep Score: -19314018.000000 Penalty: 5818.627930 Iteration 23Q: 3 clusters Score -1.931402e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59795 members Mstep: Class 2 contains 64586 members Entering Unmasked Estep Score: -19314048.000000 Penalty: 5818.627930 Iteration 24Q: 3 clusters Score -1.931405e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59832 members Mstep: Class 2 contains 64549 members Entering Unmasked Estep Score: -19314056.000000 Penalty: 5818.627930 Iteration 25Q: 3 clusters Score -1.931406e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59864 members Mstep: Class 2 contains 64517 members Entering Unmasked Estep Score: -19314072.000000 Penalty: 5818.627930 Iteration 26Q: 3 clusters Score -1.931407e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59890 members Mstep: Class 2 contains 64491 members Entering Unmasked Estep Score: -19314076.000000 Penalty: 5818.627930 Iteration 27Q: 3 clusters Score -1.931408e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59922 members Mstep: Class 2 contains 64459 members Entering Unmasked Estep Score: -19314080.000000 Penalty: 5818.627930 Iteration 28Q: 3 clusters Score -1.931408e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59946 members Mstep: Class 2 contains 64435 members Entering Unmasked Estep Score: -19314068.000000 Penalty: 5818.627930 Iteration 29Q: 3 clusters Score -1.931407e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59962 members Mstep: Class 2 contains 64419 members Entering Unmasked Estep Score: -19314072.000000 Penalty: 5818.627930 Iteration 30Q: 3 clusters Score -1.931407e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59975 members Mstep: Class 2 contains 64406 members Entering Unmasked Estep Score: -19314086.000000 Penalty: 5818.627930 Iteration 31Q: 3 clusters Score -1.931409e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59984 members Mstep: Class 2 contains 64397 members Entering Unmasked Estep Score: -19314076.000000 Penalty: 5818.627930 Iteration 32Q: 3 clusters Score -1.931408e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59998 members Mstep: Class 2 contains 64383 members Entering Unmasked Estep Score: -19314058.000000 Penalty: 5818.627930 Iteration 33Q: 3 clusters Score -1.931406e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60011 members Mstep: Class 2 contains 64370 members Entering Unmasked Estep Score: -19314064.000000 Penalty: 5818.627930 Iteration 34Q: 3 clusters Score -1.931406e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60021 members Mstep: Class 2 contains 64360 members Entering Unmasked Estep Score: -19314054.000000 Penalty: 5818.627930 Iteration 35Q: 3 clusters Score -1.931405e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60032 members Mstep: Class 2 contains 64349 members Entering Unmasked Estep Score: -19314046.000000 Penalty: 5818.627930 Iteration 36Q: 3 clusters Score -1.931405e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60042 members Mstep: Class 2 contains 64339 members Entering Unmasked Estep Score: -19314062.000000 Penalty: 5818.627930 Iteration 37Q: 3 clusters Score -1.931406e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60049 members Mstep: Class 2 contains 64332 members Entering Unmasked Estep Score: -19314038.000000 Penalty: 5818.627930 Iteration 38Q: 3 clusters Score -1.931404e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60060 members Mstep: Class 2 contains 64321 members Entering Unmasked Estep Score: -19314052.000000 Penalty: 5818.627930 Iteration 39Q: 3 clusters Score -1.931405e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60066 members Mstep: Class 2 contains 64315 members Entering Unmasked Estep Score: -19314044.000000 Penalty: 5818.627930 Iteration 40F: 3 clusters Score -1.931404e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60072 members Mstep: Class 2 contains 64309 members Entering Unmasked Estep Score: -19314046.000000 Penalty: 5818.627930 Iteration 41Q: 3 clusters Score -1.931405e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60081 members Mstep: Class 2 contains 64300 members Entering Unmasked Estep Score: -19314050.000000 Penalty: 5818.627930 Iteration 42Q: 3 clusters Score -1.931405e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60088 members Mstep: Class 2 contains 64293 members Entering Unmasked Estep Score: -19314050.000000 Penalty: 5818.627930 Iteration 43Q: 3 clusters Score -1.931405e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60092 members Mstep: Class 2 contains 64289 members Entering Unmasked Estep Score: -19314066.000000 Penalty: 5818.627930 Iteration 44Q: 3 clusters Score -1.931407e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60094 members Mstep: Class 2 contains 64287 members Entering Unmasked Estep Score: -19314060.000000 Penalty: 5818.627930 Iteration 45Q: 3 clusters Score -1.931406e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60095 members Mstep: Class 2 contains 64286 members Entering Unmasked Estep Score: -19314056.000000 Penalty: 5818.627930 Iteration 46Q: 3 clusters Score -1.931406e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60096 members Mstep: Class 2 contains 64285 members Entering Unmasked Estep Score: -19314070.000000 Penalty: 5818.627930 Iteration 47Q: 3 clusters Score -1.931407e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60097 members Mstep: Class 2 contains 64284 members Entering Unmasked Estep Score: -19314072.000000 Penalty: 5818.627930 Iteration 48Q: 3 clusters Score -1.931407e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60098 members Mstep: Class 2 contains 64283 members Entering Unmasked Estep Score: -19314082.000000 Penalty: 5818.627930 Iteration 49Q: 3 clusters Score -1.931408e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60098 members Mstep: Class 2 contains 64283 members Entering Unmasked Estep Score: -19314082.000000 Penalty: 5818.627930 Iteration 50F: 3 clusters Score -1.931408e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 10841 members Mstep: Class 3 contains 2415 members Mstep: Class 4 contains 1520 members Mstep: Class 5 contains 4981 members Mstep: Class 6 contains 37739 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 322 members Mstep: Class 9 contains 2471 members Mstep: Class 10 contains 4537 members Mstep: Class 11 contains 8311 members Mstep: Class 12 contains 6128 members Mstep: Class 13 contains 8852 members Mstep: Class 14 contains 26015 members Mstep: Class 15 contains 17654 members Mstep: Class 16 contains 90656 members Mstep: Class 17 contains 6393 members Mstep: Class 18 contains 902 members Mstep: Class 19 contains 6850 members Mstep: Class 20 contains 60098 members Mstep: Class 21 contains 2471 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1219 members Mstep: Class 24 contains 3790 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 6706 members Mstep: Class 27 contains 17668 members Mstep: Class 28 contains 9196 members Mstep: Class 29 contains 22900 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 64283 members Entering Unmasked Estep Score: -65567540.000000 Penalty: 99971.781250 Splitting cluster 20 changes total score from -65524444.000000 to -65567540.000000 So it's getting split into cluster 31. Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 10841 members Mstep: Class 3 contains 2415 members Mstep: Class 4 contains 1520 members Mstep: Class 6 contains 37739 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 322 members Mstep: Class 9 contains 2471 members Mstep: Class 10 contains 4537 members Mstep: Class 11 contains 8311 members Mstep: Class 12 contains 6128 members Mstep: Class 13 contains 8852 members Mstep: Class 14 contains 26015 members Mstep: Class 15 contains 17654 members Mstep: Class 16 contains 90656 members Mstep: Class 17 contains 6393 members Mstep: Class 18 contains 902 members Mstep: Class 20 contains 60098 members Entering Unmasked Estep ConsiderDeletion Score: -65579412.000000 Penalty: 99971.781250 Iteration 39Q: 32 clusters Score -6.557941e+07 nChanged 16933 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 13181 members Mstep: Class 2 contains 10122 members Mstep: Class 3 contains 2623 members Mstep: Class 4 contains 1545 members Mstep: Class 5 contains 4969 members Mstep: Class 6 contains 38210 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 315 members Mstep: Class 9 contains 2766 members Mstep: Class 10 contains 4722 members Mstep: Class 11 contains 8429 members Mstep: Class 12 contains 6272 members Mstep: Class 13 contains 8364 members Mstep: Class 14 contains 25745 members Mstep: Class 15 contains 17648 members Mstep: Class 16 contains 91782 members Mstep: Class 17 contains 6418 members Mstep: Class 18 contains 902 members Mstep: Class 19 contains 6813 members Mstep: Class 20 contains 61708 members Mstep: Class 21 contains 1963 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1162 members Mstep: Class 24 contains 2956 members Mstep: Class 25 contains 5584 members Mstep: Class 26 contains 6716 members Mstep: Class 27 contains 18189 members Mstep: Class 28 contains 8357 members Mstep: Class 29 contains 22476 members Mstep: Class 30 contains 576 members Mstep: Class 31 contains 62247 members Entering Unmasked Estep ConsiderDeletion Score: -65590892.000000 Penalty: 99971.781250 Iteration 40F: 32 clusters Score -6.559089e+07 nChanged 12818 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 13019 members Mstep: Class 2 contains 9500 members Mstep: Class 3 contains 2584 members Mstep: Class 4 contains 1539 members Mstep: Class 5 contains 5250 members Mstep: Class 6 contains 37524 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 353 members Mstep: Class 9 contains 2906 members Mstep: Class 10 contains 4749 members Mstep: Class 11 contains 8489 members Mstep: Class 12 contains 6230 members Mstep: Class 13 contains 7447 members Mstep: Class 14 contains 25311 members Mstep: Class 15 contains 17747 members Mstep: Class 16 contains 91440 members Mstep: Class 17 contains 6405 members Mstep: Class 18 contains 902 members Mstep: Class 19 contains 6823 members Mstep: Class 20 contains 62470 members Mstep: Class 21 contains 1827 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1329 members Mstep: Class 24 contains 2615 members Mstep: Class 25 contains 5743 members Mstep: Class 26 contains 7105 members Mstep: Class 27 contains 18727 members Mstep: Class 28 contains 8192 members Mstep: Class 29 contains 23035 members Mstep: Class 30 contains 579 members Mstep: Class 31 contains 62955 members Entering Unmasked Estep ConsiderDeletion Score: -65596664.000000 Penalty: 99971.781250 Iteration 41Q: 32 clusters Score -6.559666e+07 nChanged 6919 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 12874 members Mstep: Class 2 contains 9024 members Mstep: Class 3 contains 2548 members Mstep: Class 4 contains 1529 members Mstep: Class 5 contains 5438 members Mstep: Class 6 contains 37119 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 352 members Mstep: Class 9 contains 2986 members Mstep: Class 10 contains 4755 members Mstep: Class 11 contains 8549 members Mstep: Class 12 contains 6213 members Mstep: Class 13 contains 7117 members Mstep: Class 14 contains 25049 members Mstep: Class 15 contains 18018 members Mstep: Class 16 contains 91234 members Mstep: Class 17 contains 6470 members Mstep: Class 18 contains 903 members Mstep: Class 19 contains 6860 members Mstep: Class 20 contains 63276 members Mstep: Class 21 contains 1755 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1415 members Mstep: Class 24 contains 2407 members Mstep: Class 25 contains 5838 members Mstep: Class 26 contains 7256 members Mstep: Class 27 contains 18807 members Mstep: Class 28 contains 8011 members Mstep: Class 29 contains 23223 members Mstep: Class 30 contains 578 members Mstep: Class 31 contains 63195 members Entering Unmasked Estep ConsiderDeletion Score: -65599464.000000 Penalty: 99971.781250 Iteration 42Q: 32 clusters Score -6.559946e+07 nChanged 4962 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 12739 members Mstep: Class 2 contains 8649 members Mstep: Class 3 contains 2532 members Mstep: Class 4 contains 1526 members Mstep: Class 5 contains 5572 members Mstep: Class 6 contains 36810 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 346 members Mstep: Class 9 contains 3045 members Mstep: Class 10 contains 4771 members Mstep: Class 11 contains 8589 members Mstep: Class 12 contains 6195 members Mstep: Class 13 contains 7002 members Mstep: Class 14 contains 24877 members Mstep: Class 15 contains 18361 members Mstep: Class 16 contains 91086 members Mstep: Class 17 contains 6563 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 6903 members Mstep: Class 20 contains 63970 members Mstep: Class 21 contains 1716 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1454 members Mstep: Class 24 contains 2222 members Mstep: Class 25 contains 5918 members Mstep: Class 26 contains 7343 members Mstep: Class 27 contains 18708 members Mstep: Class 28 contains 7859 members Mstep: Class 29 contains 23230 members Mstep: Class 30 contains 576 members Mstep: Class 31 contains 63332 members Entering Unmasked Estep ConsiderDeletion Score: -65600792.000000 Penalty: 99971.781250 Iteration 43Q: 32 clusters Score -6.560079e+07 nChanged 4043 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 12551 members Mstep: Class 2 contains 8354 members Mstep: Class 3 contains 2520 members Mstep: Class 4 contains 1522 members Mstep: Class 5 contains 5671 members Mstep: Class 6 contains 36439 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 343 members Mstep: Class 9 contains 3079 members Mstep: Class 10 contains 4784 members Mstep: Class 11 contains 8617 members Mstep: Class 12 contains 6169 members Mstep: Class 13 contains 6987 members Mstep: Class 14 contains 24756 members Mstep: Class 15 contains 18760 members Mstep: Class 16 contains 90921 members Mstep: Class 17 contains 6657 members Mstep: Class 18 contains 902 members Mstep: Class 19 contains 6946 members Mstep: Class 20 contains 64591 members Mstep: Class 21 contains 1692 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1477 members Mstep: Class 24 contains 2107 members Mstep: Class 25 contains 5993 members Mstep: Class 26 contains 7419 members Mstep: Class 27 contains 18503 members Mstep: Class 28 contains 7759 members Mstep: Class 29 contains 23188 members Mstep: Class 30 contains 579 members Mstep: Class 31 contains 63513 members Entering Unmasked Estep ConsiderDeletion Score: -65601976.000000 Penalty: 99971.781250 Iteration 44Q: 32 clusters Score -6.560198e+07 nChanged 3493 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 12380 members Mstep: Class 2 contains 8160 members Mstep: Class 3 contains 2504 members Mstep: Class 4 contains 1521 members Mstep: Class 5 contains 5746 members Mstep: Class 6 contains 36024 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 342 members Mstep: Class 9 contains 3104 members Mstep: Class 10 contains 4825 members Mstep: Class 11 contains 8636 members Mstep: Class 12 contains 6158 members Mstep: Class 13 contains 7017 members Mstep: Class 14 contains 24668 members Mstep: Class 15 contains 19177 members Mstep: Class 16 contains 90687 members Mstep: Class 17 contains 6751 members Mstep: Class 18 contains 904 members Mstep: Class 19 contains 6978 members Mstep: Class 20 contains 65132 members Mstep: Class 21 contains 1675 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1491 members Mstep: Class 24 contains 1986 members Mstep: Class 25 contains 6068 members Mstep: Class 26 contains 7480 members Mstep: Class 27 contains 18250 members Mstep: Class 28 contains 7653 members Mstep: Class 29 contains 23108 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 63797 members Entering Unmasked Estep ConsiderDeletion Score: -65602724.000000 Penalty: 99971.781250 Iteration 45Q: 32 clusters Score -6.560272e+07 nChanged 3100 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 12223 members Mstep: Class 2 contains 8005 members Mstep: Class 3 contains 2485 members Mstep: Class 4 contains 1521 members Mstep: Class 5 contains 5810 members Mstep: Class 6 contains 35596 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 341 members Mstep: Class 9 contains 3123 members Mstep: Class 10 contains 4840 members Mstep: Class 11 contains 8645 members Mstep: Class 12 contains 6147 members Mstep: Class 13 contains 7083 members Mstep: Class 14 contains 24604 members Mstep: Class 15 contains 19581 members Mstep: Class 16 contains 90434 members Mstep: Class 17 contains 6858 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7010 members Mstep: Class 20 contains 65595 members Mstep: Class 21 contains 1672 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1502 members Mstep: Class 24 contains 1893 members Mstep: Class 25 contains 6148 members Mstep: Class 26 contains 7525 members Mstep: Class 27 contains 17979 members Mstep: Class 28 contains 7565 members Mstep: Class 29 contains 22992 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 64140 members Entering Unmasked Estep ConsiderDeletion Score: -65603344.000000 Penalty: 99971.781250 Iteration 46Q: 32 clusters Score -6.560334e+07 nChanged 2835 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 12068 members Mstep: Class 2 contains 7904 members Mstep: Class 3 contains 2473 members Mstep: Class 4 contains 1523 members Mstep: Class 5 contains 5861 members Mstep: Class 6 contains 35199 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 342 members Mstep: Class 9 contains 3155 members Mstep: Class 10 contains 4862 members Mstep: Class 11 contains 8658 members Mstep: Class 12 contains 6137 members Mstep: Class 13 contains 7137 members Mstep: Class 14 contains 24553 members Mstep: Class 15 contains 19956 members Mstep: Class 16 contains 90154 members Mstep: Class 17 contains 6972 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7036 members Mstep: Class 20 contains 65994 members Mstep: Class 21 contains 1660 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1509 members Mstep: Class 24 contains 1830 members Mstep: Class 25 contains 6227 members Mstep: Class 26 contains 7566 members Mstep: Class 27 contains 17718 members Mstep: Class 28 contains 7498 members Mstep: Class 29 contains 22832 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 64493 members Entering Unmasked Estep ConsiderDeletion Score: -65604024.000000 Penalty: 99971.781250 Iteration 47Q: 32 clusters Score -6.560402e+07 nChanged 2709 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 11924 members Mstep: Class 2 contains 7781 members Mstep: Class 3 contains 2469 members Mstep: Class 4 contains 1523 members Mstep: Class 5 contains 5894 members Mstep: Class 6 contains 34799 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 342 members Mstep: Class 9 contains 3183 members Mstep: Class 10 contains 4883 members Mstep: Class 11 contains 8668 members Mstep: Class 12 contains 6118 members Mstep: Class 13 contains 7180 members Mstep: Class 14 contains 24515 members Mstep: Class 15 contains 20373 members Mstep: Class 16 contains 89859 members Mstep: Class 17 contains 7081 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7046 members Mstep: Class 20 contains 66394 members Mstep: Class 21 contains 1649 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1521 members Mstep: Class 24 contains 1778 members Mstep: Class 25 contains 6287 members Mstep: Class 26 contains 7599 members Mstep: Class 27 contains 17423 members Mstep: Class 28 contains 7425 members Mstep: Class 29 contains 22707 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 64896 members Entering Unmasked Estep ConsiderDeletion Score: -65604476.000000 Penalty: 99971.781250 Iteration 48Q: 32 clusters Score -6.560448e+07 nChanged 2593 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 11769 members Mstep: Class 2 contains 7674 members Mstep: Class 3 contains 2457 members Mstep: Class 4 contains 1523 members Mstep: Class 5 contains 5933 members Mstep: Class 6 contains 34464 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 342 members Mstep: Class 9 contains 3213 members Mstep: Class 10 contains 4903 members Mstep: Class 11 contains 8674 members Mstep: Class 12 contains 6101 members Mstep: Class 13 contains 7232 members Mstep: Class 14 contains 24483 members Mstep: Class 15 contains 20804 members Mstep: Class 16 contains 89508 members Mstep: Class 17 contains 7191 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7067 members Mstep: Class 20 contains 66748 members Mstep: Class 21 contains 1643 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1527 members Mstep: Class 24 contains 1722 members Mstep: Class 25 contains 6341 members Mstep: Class 26 contains 7624 members Mstep: Class 27 contains 17121 members Mstep: Class 28 contains 7380 members Mstep: Class 29 contains 22583 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 65290 members Entering Unmasked Estep ConsiderDeletion Score: -65604924.000000 Penalty: 99971.781250 Iteration 49Q: 32 clusters Score -6.560492e+07 nChanged 2336 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 11610 members Mstep: Class 2 contains 7584 members Mstep: Class 3 contains 2455 members Mstep: Class 4 contains 1524 members Mstep: Class 5 contains 5969 members Mstep: Class 6 contains 34188 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 342 members Mstep: Class 9 contains 3254 members Mstep: Class 10 contains 4932 members Mstep: Class 11 contains 8684 members Mstep: Class 12 contains 6096 members Mstep: Class 13 contains 7281 members Mstep: Class 14 contains 24456 members Mstep: Class 15 contains 21201 members Mstep: Class 16 contains 89151 members Mstep: Class 17 contains 7299 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7078 members Mstep: Class 20 contains 67057 members Mstep: Class 21 contains 1639 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1537 members Mstep: Class 24 contains 1673 members Mstep: Class 25 contains 6390 members Mstep: Class 26 contains 7643 members Mstep: Class 27 contains 16833 members Mstep: Class 28 contains 7353 members Mstep: Class 29 contains 22465 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 65623 members Entering Unmasked Estep ConsiderDeletion Score: -65605352.000000 Penalty: 99971.781250 Iteration 50Q: 32 clusters Score -6.560535e+07 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 11451 members Mstep: Class 2 contains 7489 members Mstep: Class 3 contains 2446 members Mstep: Class 4 contains 1524 members Mstep: Class 5 contains 6000 members Mstep: Class 6 contains 33936 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 342 members Mstep: Class 9 contains 3284 members Mstep: Class 10 contains 4966 members Mstep: Class 11 contains 8689 members Mstep: Class 12 contains 6094 members Mstep: Class 13 contains 7325 members Mstep: Class 14 contains 24440 members Mstep: Class 15 contains 21594 members Mstep: Class 16 contains 88797 members Mstep: Class 17 contains 7413 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7086 members Mstep: Class 20 contains 67352 members Mstep: Class 21 contains 1641 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1545 members Mstep: Class 24 contains 1617 members Mstep: Class 25 contains 6437 members Mstep: Class 26 contains 7653 members Mstep: Class 27 contains 16576 members Mstep: Class 28 contains 7313 members Mstep: Class 29 contains 22334 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 65973 members Entering Unmasked Estep ConsiderDeletion Score: -65605924.000000 Penalty: 99971.781250 Iteration 51Q: 32 clusters Score -6.560592e+07 nChanged 2268 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 11296 members Mstep: Class 2 contains 7385 members Mstep: Class 3 contains 2435 members Mstep: Class 4 contains 1526 members Mstep: Class 5 contains 6032 members Mstep: Class 6 contains 33684 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 342 members Mstep: Class 9 contains 3330 members Mstep: Class 10 contains 4984 members Mstep: Class 11 contains 8690 members Mstep: Class 12 contains 6097 members Mstep: Class 13 contains 7368 members Mstep: Class 14 contains 24420 members Mstep: Class 15 contains 21979 members Mstep: Class 16 contains 88429 members Mstep: Class 17 contains 7524 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7101 members Mstep: Class 20 contains 67634 members Mstep: Class 21 contains 1636 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1554 members Mstep: Class 24 contains 1570 members Mstep: Class 25 contains 6485 members Mstep: Class 26 contains 7664 members Mstep: Class 27 contains 16313 members Mstep: Class 28 contains 7298 members Mstep: Class 29 contains 22202 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 66339 members Entering Unmasked Estep ConsiderDeletion Score: -65606404.000000 Penalty: 99971.781250 Iteration 52Q: 32 clusters Score -6.56064e+07 nChanged 2149 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 11174 members Mstep: Class 2 contains 7286 members Mstep: Class 3 contains 2430 members Mstep: Class 4 contains 1526 members Mstep: Class 5 contains 6035 members Mstep: Class 6 contains 33422 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 342 members Mstep: Class 9 contains 3383 members Mstep: Class 10 contains 5010 members Mstep: Class 11 contains 8694 members Mstep: Class 12 contains 6094 members Mstep: Class 13 contains 7403 members Mstep: Class 14 contains 24404 members Mstep: Class 15 contains 22336 members Mstep: Class 16 contains 88066 members Mstep: Class 17 contains 7633 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7109 members Mstep: Class 20 contains 67887 members Mstep: Class 21 contains 1632 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1556 members Mstep: Class 24 contains 1523 members Mstep: Class 25 contains 6531 members Mstep: Class 26 contains 7664 members Mstep: Class 27 contains 16101 members Mstep: Class 28 contains 7282 members Mstep: Class 29 contains 22071 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 66723 members Entering Unmasked Estep ConsiderDeletion Score: -65606876.000000 Penalty: 99971.781250 Iteration 53Q: 32 clusters Score -6.560688e+07 nChanged 2009 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 11067 members Mstep: Class 2 contains 7223 members Mstep: Class 3 contains 2419 members Mstep: Class 4 contains 1525 members Mstep: Class 5 contains 6049 members Mstep: Class 6 contains 33162 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 342 members Mstep: Class 9 contains 3445 members Mstep: Class 10 contains 5015 members Mstep: Class 11 contains 8695 members Mstep: Class 12 contains 6088 members Mstep: Class 13 contains 7432 members Mstep: Class 14 contains 24393 members Mstep: Class 15 contains 22655 members Mstep: Class 16 contains 87698 members Mstep: Class 17 contains 7734 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7119 members Mstep: Class 20 contains 68129 members Mstep: Class 21 contains 1630 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1558 members Mstep: Class 24 contains 1474 members Mstep: Class 25 contains 6572 members Mstep: Class 26 contains 7661 members Mstep: Class 27 contains 15903 members Mstep: Class 28 contains 7274 members Mstep: Class 29 contains 21957 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 67098 members Entering Unmasked Estep ConsiderDeletion Score: -65607484.000000 Penalty: 99971.781250 Iteration 54Q: 32 clusters Score -6.560748e+07 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 10976 members Mstep: Class 2 contains 7159 members Mstep: Class 3 contains 2412 members Mstep: Class 4 contains 1526 members Mstep: Class 5 contains 6037 members Mstep: Class 6 contains 32942 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 342 members Mstep: Class 9 contains 3499 members Mstep: Class 10 contains 5020 members Mstep: Class 11 contains 8699 members Mstep: Class 12 contains 6094 members Mstep: Class 13 contains 7473 members Mstep: Class 14 contains 24374 members Mstep: Class 15 contains 22972 members Mstep: Class 16 contains 87338 members Mstep: Class 17 contains 7843 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7124 members Mstep: Class 20 contains 68369 members Mstep: Class 21 contains 1628 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1562 members Mstep: Class 24 contains 1431 members Mstep: Class 25 contains 6600 members Mstep: Class 26 contains 7662 members Mstep: Class 27 contains 15713 members Mstep: Class 28 contains 7254 members Mstep: Class 29 contains 21832 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 67436 members Entering Unmasked Estep ConsiderDeletion Score: -65607748.000000 Penalty: 99971.781250 Iteration 55Q: 32 clusters Score -6.560775e+07 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 10882 members Mstep: Class 2 contains 7097 members Mstep: Class 3 contains 2405 members Mstep: Class 4 contains 1526 members Mstep: Class 5 contains 6032 members Mstep: Class 6 contains 32711 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 342 members Mstep: Class 9 contains 3541 members Mstep: Class 10 contains 5025 members Mstep: Class 11 contains 8709 members Mstep: Class 12 contains 6091 members Mstep: Class 13 contains 7513 members Mstep: Class 14 contains 24356 members Mstep: Class 15 contains 23278 members Mstep: Class 16 contains 86966 members Mstep: Class 17 contains 7948 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7125 members Mstep: Class 20 contains 68617 members Mstep: Class 21 contains 1629 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1571 members Mstep: Class 24 contains 1405 members Mstep: Class 25 contains 6640 members Mstep: Class 26 contains 7667 members Mstep: Class 27 contains 15527 members Mstep: Class 28 contains 7237 members Mstep: Class 29 contains 21704 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 67773 members Entering Unmasked Estep ConsiderDeletion Score: -65608180.000000 Penalty: 99971.781250 Iteration 56Q: 32 clusters Score -6.560818e+07 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 10801 members Mstep: Class 2 contains 7039 members Mstep: Class 3 contains 2395 members Mstep: Class 4 contains 1524 members Mstep: Class 5 contains 6024 members Mstep: Class 6 contains 32505 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 342 members Mstep: Class 9 contains 3573 members Mstep: Class 10 contains 5008 members Mstep: Class 11 contains 8711 members Mstep: Class 12 contains 6092 members Mstep: Class 13 contains 7587 members Mstep: Class 14 contains 24335 members Mstep: Class 15 contains 23541 members Mstep: Class 16 contains 86588 members Mstep: Class 17 contains 8041 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7131 members Mstep: Class 20 contains 68847 members Mstep: Class 21 contains 1632 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1579 members Mstep: Class 24 contains 1380 members Mstep: Class 25 contains 6682 members Mstep: Class 26 contains 7670 members Mstep: Class 27 contains 15375 members Mstep: Class 28 contains 7218 members Mstep: Class 29 contains 21589 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 68108 members Entering Unmasked Estep ConsiderDeletion Score: -65608692.000000 Penalty: 99971.781250 Iteration 57Q: 32 clusters Score -6.560869e+07 nChanged 1883 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 10721 members Mstep: Class 2 contains 6970 members Mstep: Class 3 contains 2389 members Mstep: Class 4 contains 1524 members Mstep: Class 5 contains 6014 members Mstep: Class 6 contains 32308 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 342 members Mstep: Class 9 contains 3588 members Mstep: Class 10 contains 5015 members Mstep: Class 11 contains 8716 members Mstep: Class 12 contains 6095 members Mstep: Class 13 contains 7649 members Mstep: Class 14 contains 24312 members Mstep: Class 15 contains 23780 members Mstep: Class 16 contains 86236 members Mstep: Class 17 contains 8143 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7135 members Mstep: Class 20 contains 69076 members Mstep: Class 21 contains 1631 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1583 members Mstep: Class 24 contains 1361 members Mstep: Class 25 contains 6727 members Mstep: Class 26 contains 7673 members Mstep: Class 27 contains 15246 members Mstep: Class 28 contains 7195 members Mstep: Class 29 contains 21465 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 68423 members Entering Unmasked Estep ConsiderDeletion Score: -65609124.000000 Penalty: 99971.781250 Iteration 58Q: 32 clusters Score -6.560912e+07 nChanged 1819 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 10647 members Mstep: Class 2 contains 6932 members Mstep: Class 3 contains 2380 members Mstep: Class 4 contains 1524 members Mstep: Class 5 contains 6018 members Mstep: Class 6 contains 32101 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 342 members Mstep: Class 9 contains 3595 members Mstep: Class 10 contains 5010 members Mstep: Class 11 contains 8720 members Mstep: Class 12 contains 6093 members Mstep: Class 13 contains 7686 members Mstep: Class 14 contains 24281 members Mstep: Class 15 contains 24012 members Mstep: Class 16 contains 85885 members Mstep: Class 17 contains 8237 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7141 members Mstep: Class 20 contains 69308 members Mstep: Class 21 contains 1640 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1595 members Mstep: Class 24 contains 1366 members Mstep: Class 25 contains 6769 members Mstep: Class 26 contains 7674 members Mstep: Class 27 contains 15103 members Mstep: Class 28 contains 7167 members Mstep: Class 29 contains 21353 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 68738 members Entering Unmasked Estep ConsiderDeletion Score: -65609180.000000 Penalty: 99971.781250 Iteration 59Q: 32 clusters Score -6.560918e+07 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 10584 members Mstep: Class 2 contains 6913 members Mstep: Class 3 contains 2369 members Mstep: Class 4 contains 1525 members Mstep: Class 5 contains 6019 members Mstep: Class 6 contains 31893 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 342 members Mstep: Class 9 contains 3601 members Mstep: Class 10 contains 4974 members Mstep: Class 11 contains 8724 members Mstep: Class 12 contains 6094 members Mstep: Class 13 contains 7697 members Mstep: Class 14 contains 24262 members Mstep: Class 15 contains 24203 members Mstep: Class 16 contains 85584 members Mstep: Class 17 contains 8331 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7146 members Mstep: Class 20 contains 69531 members Mstep: Class 21 contains 1647 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1601 members Mstep: Class 24 contains 1373 members Mstep: Class 25 contains 6806 members Mstep: Class 26 contains 7674 members Mstep: Class 27 contains 14987 members Mstep: Class 28 contains 7149 members Mstep: Class 29 contains 21251 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 69037 members Entering Unmasked Estep ConsiderDeletion Score: -65610372.000000 Penalty: 99971.781250 Iteration 60F: 32 clusters Score -6.561037e+07 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 10488 members Mstep: Class 2 contains 6877 members Mstep: Class 3 contains 2365 members Mstep: Class 4 contains 1525 members Mstep: Class 5 contains 6011 members Mstep: Class 6 contains 31709 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 360 members Mstep: Class 9 contains 3604 members Mstep: Class 10 contains 4977 members Mstep: Class 11 contains 8727 members Mstep: Class 12 contains 6096 members Mstep: Class 13 contains 7685 members Mstep: Class 14 contains 24239 members Mstep: Class 15 contains 24380 members Mstep: Class 16 contains 85267 members Mstep: Class 17 contains 8433 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7147 members Mstep: Class 20 contains 69757 members Mstep: Class 21 contains 1657 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 1377 members Mstep: Class 25 contains 6854 members Mstep: Class 26 contains 7671 members Mstep: Class 27 contains 14937 members Mstep: Class 28 contains 7145 members Mstep: Class 29 contains 21129 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 69310 members Entering Unmasked Estep ConsiderDeletion Score: -65610920.000000 Penalty: 99971.781250 Iteration 61Q: 32 clusters Score -6.561092e+07 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10412 members Mstep: Class 2 contains 6839 members Mstep: Class 3 contains 2366 members Mstep: Class 4 contains 1523 members Mstep: Class 5 contains 5993 members Mstep: Class 6 contains 31574 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 355 members Mstep: Class 9 contains 3604 members Mstep: Class 10 contains 4966 members Mstep: Class 11 contains 8734 members Mstep: Class 12 contains 6101 members Mstep: Class 13 contains 7682 members Mstep: Class 14 contains 24211 members Mstep: Class 15 contains 24586 members Mstep: Class 16 contains 84971 members Mstep: Class 17 contains 8523 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7150 members Mstep: Class 20 contains 69979 members Mstep: Class 21 contains 1666 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1621 members Mstep: Class 24 contains 1377 members Mstep: Class 25 contains 6891 members Mstep: Class 26 contains 7664 members Mstep: Class 27 contains 14861 members Mstep: Class 28 contains 7137 members Mstep: Class 29 contains 21013 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 69540 members Entering Unmasked Estep ConsiderDeletion Score: -65611412.000000 Penalty: 99971.781250 Iteration 62Q: 32 clusters Score -6.561141e+07 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10335 members Mstep: Class 2 contains 6793 members Mstep: Class 3 contains 2363 members Mstep: Class 4 contains 1523 members Mstep: Class 5 contains 5983 members Mstep: Class 6 contains 31459 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 349 members Mstep: Class 9 contains 3599 members Mstep: Class 10 contains 4979 members Mstep: Class 11 contains 8742 members Mstep: Class 12 contains 6105 members Mstep: Class 13 contains 7661 members Mstep: Class 14 contains 24186 members Mstep: Class 15 contains 24776 members Mstep: Class 16 contains 84668 members Mstep: Class 17 contains 8610 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7155 members Mstep: Class 20 contains 70221 members Mstep: Class 21 contains 1679 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1629 members Mstep: Class 24 contains 1385 members Mstep: Class 25 contains 6908 members Mstep: Class 26 contains 7666 members Mstep: Class 27 contains 14779 members Mstep: Class 28 contains 7135 members Mstep: Class 29 contains 20923 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 69728 members Entering Unmasked Estep ConsiderDeletion Score: -65611532.000000 Penalty: 99971.781250 Iteration 63Q: 32 clusters Score -6.561153e+07 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10288 members Mstep: Class 2 contains 6766 members Mstep: Class 3 contains 2354 members Mstep: Class 4 contains 1524 members Mstep: Class 5 contains 5974 members Mstep: Class 6 contains 31351 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 346 members Mstep: Class 9 contains 3596 members Mstep: Class 10 contains 4983 members Mstep: Class 11 contains 8752 members Mstep: Class 12 contains 6110 members Mstep: Class 13 contains 7647 members Mstep: Class 14 contains 24157 members Mstep: Class 15 contains 24950 members Mstep: Class 16 contains 84404 members Mstep: Class 17 contains 8705 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7161 members Mstep: Class 20 contains 70421 members Mstep: Class 21 contains 1684 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1633 members Mstep: Class 24 contains 1387 members Mstep: Class 25 contains 6942 members Mstep: Class 26 contains 7659 members Mstep: Class 27 contains 14699 members Mstep: Class 28 contains 7127 members Mstep: Class 29 contains 20811 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 69908 members Entering Unmasked Estep ConsiderDeletion Score: -65611788.000000 Penalty: 99971.781250 Iteration 64Q: 32 clusters Score -6.561179e+07 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 6740 members Mstep: Class 3 contains 2343 members Mstep: Class 4 contains 1523 members Mstep: Class 5 contains 5962 members Mstep: Class 6 contains 31235 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 346 members Mstep: Class 9 contains 3598 members Mstep: Class 10 contains 4976 members Mstep: Class 11 contains 8760 members Mstep: Class 12 contains 6118 members Mstep: Class 13 contains 7631 members Mstep: Class 14 contains 24135 members Mstep: Class 15 contains 25105 members Mstep: Class 16 contains 84160 members Mstep: Class 17 contains 8818 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7167 members Mstep: Class 20 contains 70616 members Mstep: Class 21 contains 1694 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1636 members Mstep: Class 24 contains 1389 members Mstep: Class 25 contains 6977 members Mstep: Class 26 contains 7655 members Mstep: Class 27 contains 14618 members Mstep: Class 28 contains 7126 members Mstep: Class 29 contains 20678 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 70079 members Entering Unmasked Estep ConsiderDeletion Score: -65612084.000000 Penalty: 99971.781250 Iteration 65Q: 32 clusters Score -6.561208e+07 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10230 members Mstep: Class 2 contains 6711 members Mstep: Class 3 contains 2332 members Mstep: Class 4 contains 1523 members Mstep: Class 5 contains 5956 members Mstep: Class 6 contains 31135 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 345 members Mstep: Class 9 contains 3602 members Mstep: Class 10 contains 4976 members Mstep: Class 11 contains 8767 members Mstep: Class 12 contains 6123 members Mstep: Class 13 contains 7616 members Mstep: Class 14 contains 24110 members Mstep: Class 15 contains 25242 members Mstep: Class 16 contains 83923 members Mstep: Class 17 contains 8943 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7172 members Mstep: Class 20 contains 70802 members Mstep: Class 21 contains 1700 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1645 members Mstep: Class 24 contains 1399 members Mstep: Class 25 contains 7015 members Mstep: Class 26 contains 7648 members Mstep: Class 27 contains 14535 members Mstep: Class 28 contains 7126 members Mstep: Class 29 contains 20534 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 70229 members Entering Unmasked Estep ConsiderDeletion Score: -65612240.000000 Penalty: 99971.781250 Iteration 66Q: 32 clusters Score -6.561224e+07 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 6676 members Mstep: Class 3 contains 2316 members Mstep: Class 4 contains 1523 members Mstep: Class 5 contains 5946 members Mstep: Class 6 contains 31036 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 345 members Mstep: Class 9 contains 3597 members Mstep: Class 10 contains 5000 members Mstep: Class 11 contains 8775 members Mstep: Class 12 contains 6129 members Mstep: Class 13 contains 7592 members Mstep: Class 14 contains 24082 members Mstep: Class 15 contains 25355 members Mstep: Class 16 contains 83732 members Mstep: Class 17 contains 9060 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7183 members Mstep: Class 20 contains 70967 members Mstep: Class 21 contains 1711 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1654 members Mstep: Class 24 contains 1399 members Mstep: Class 25 contains 7047 members Mstep: Class 26 contains 7638 members Mstep: Class 27 contains 14475 members Mstep: Class 28 contains 7123 members Mstep: Class 29 contains 20398 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 70359 members Entering Unmasked Estep ConsiderDeletion Score: -65612396.000000 Penalty: 99971.781250 Iteration 67Q: 32 clusters Score -6.56124e+07 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10190 members Mstep: Class 2 contains 6636 members Mstep: Class 3 contains 2311 members Mstep: Class 4 contains 1523 members Mstep: Class 5 contains 5934 members Mstep: Class 6 contains 30955 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 345 members Mstep: Class 9 contains 3599 members Mstep: Class 10 contains 5018 members Mstep: Class 11 contains 8778 members Mstep: Class 12 contains 6133 members Mstep: Class 13 contains 7568 members Mstep: Class 14 contains 24072 members Mstep: Class 15 contains 25495 members Mstep: Class 16 contains 83546 members Mstep: Class 17 contains 9176 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7190 members Mstep: Class 20 contains 71120 members Mstep: Class 21 contains 1720 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1659 members Mstep: Class 24 contains 1402 members Mstep: Class 25 contains 7084 members Mstep: Class 26 contains 7629 members Mstep: Class 27 contains 14397 members Mstep: Class 28 contains 7119 members Mstep: Class 29 contains 20264 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 70476 members Entering Unmasked Estep ConsiderDeletion Score: -65612716.000000 Penalty: 99971.781250 Iteration 68Q: 32 clusters Score -6.561272e+07 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10160 members Mstep: Class 2 contains 6604 members Mstep: Class 3 contains 2303 members Mstep: Class 4 contains 1522 members Mstep: Class 5 contains 5917 members Mstep: Class 6 contains 30872 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 346 members Mstep: Class 9 contains 3598 members Mstep: Class 10 contains 5034 members Mstep: Class 11 contains 8779 members Mstep: Class 12 contains 6135 members Mstep: Class 13 contains 7544 members Mstep: Class 14 contains 24064 members Mstep: Class 15 contains 25606 members Mstep: Class 16 contains 83363 members Mstep: Class 17 contains 9300 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7196 members Mstep: Class 20 contains 71282 members Mstep: Class 21 contains 1732 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1663 members Mstep: Class 24 contains 1414 members Mstep: Class 25 contains 7136 members Mstep: Class 26 contains 7624 members Mstep: Class 27 contains 14347 members Mstep: Class 28 contains 7117 members Mstep: Class 29 contains 20103 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 70578 members Entering Unmasked Estep ConsiderDeletion Score: -65612764.000000 Penalty: 99971.781250 Iteration 69Q: 32 clusters Score -6.561276e+07 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10126 members Mstep: Class 2 contains 6581 members Mstep: Class 3 contains 2299 members Mstep: Class 4 contains 1521 members Mstep: Class 5 contains 5896 members Mstep: Class 6 contains 30790 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 346 members Mstep: Class 9 contains 3595 members Mstep: Class 10 contains 5050 members Mstep: Class 11 contains 8784 members Mstep: Class 12 contains 6141 members Mstep: Class 13 contains 7524 members Mstep: Class 14 contains 24056 members Mstep: Class 15 contains 25720 members Mstep: Class 16 contains 83217 members Mstep: Class 17 contains 9425 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7200 members Mstep: Class 20 contains 71416 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1665 members Mstep: Class 24 contains 1414 members Mstep: Class 25 contains 7178 members Mstep: Class 26 contains 7618 members Mstep: Class 27 contains 14302 members Mstep: Class 28 contains 7111 members Mstep: Class 29 contains 19949 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 70673 members Entering Unmasked Estep ConsiderDeletion Score: -65613028.000000 Penalty: 99971.781250 Iteration 70Q: 32 clusters Score -6.561303e+07 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10105 members Mstep: Class 2 contains 6569 members Mstep: Class 3 contains 2293 members Mstep: Class 4 contains 1520 members Mstep: Class 5 contains 5878 members Mstep: Class 6 contains 30709 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 346 members Mstep: Class 9 contains 3596 members Mstep: Class 10 contains 5059 members Mstep: Class 11 contains 8791 members Mstep: Class 12 contains 6146 members Mstep: Class 13 contains 7488 members Mstep: Class 14 contains 24050 members Mstep: Class 15 contains 25822 members Mstep: Class 16 contains 83059 members Mstep: Class 17 contains 9551 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7202 members Mstep: Class 20 contains 71519 members Mstep: Class 21 contains 1751 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1672 members Mstep: Class 24 contains 1419 members Mstep: Class 25 contains 7221 members Mstep: Class 26 contains 7606 members Mstep: Class 27 contains 14251 members Mstep: Class 28 contains 7113 members Mstep: Class 29 contains 19807 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 70796 members Entering Unmasked Estep ConsiderDeletion Score: -65613192.000000 Penalty: 99971.781250 Iteration 71Q: 32 clusters Score -6.561319e+07 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10088 members Mstep: Class 2 contains 6547 members Mstep: Class 3 contains 2279 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 5857 members Mstep: Class 6 contains 30655 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 346 members Mstep: Class 9 contains 3595 members Mstep: Class 10 contains 5072 members Mstep: Class 11 contains 8795 members Mstep: Class 12 contains 6151 members Mstep: Class 13 contains 7471 members Mstep: Class 14 contains 24045 members Mstep: Class 15 contains 25926 members Mstep: Class 16 contains 82905 members Mstep: Class 17 contains 9657 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7211 members Mstep: Class 20 contains 71626 members Mstep: Class 21 contains 1756 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1683 members Mstep: Class 24 contains 1423 members Mstep: Class 25 contains 7282 members Mstep: Class 26 contains 7601 members Mstep: Class 27 contains 14195 members Mstep: Class 28 contains 7113 members Mstep: Class 29 contains 19660 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 70882 members Entering Unmasked Estep ConsiderDeletion Score: -65613384.000000 Penalty: 99971.781250 Iteration 72Q: 32 clusters Score -6.561338e+07 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10085 members Mstep: Class 2 contains 6520 members Mstep: Class 3 contains 2269 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 5843 members Mstep: Class 6 contains 30589 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 346 members Mstep: Class 9 contains 3599 members Mstep: Class 10 contains 5093 members Mstep: Class 11 contains 8801 members Mstep: Class 12 contains 6155 members Mstep: Class 13 contains 7445 members Mstep: Class 14 contains 24029 members Mstep: Class 15 contains 26009 members Mstep: Class 16 contains 82769 members Mstep: Class 17 contains 9761 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7216 members Mstep: Class 20 contains 71722 members Mstep: Class 21 contains 1762 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1699 members Mstep: Class 24 contains 1435 members Mstep: Class 25 contains 7360 members Mstep: Class 26 contains 7591 members Mstep: Class 27 contains 14146 members Mstep: Class 28 contains 7110 members Mstep: Class 29 contains 19497 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 70970 members Entering Unmasked Estep ConsiderDeletion Score: -65613428.000000 Penalty: 99971.781250 Iteration 73Q: 32 clusters Score -6.561343e+07 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10079 members Mstep: Class 2 contains 6480 members Mstep: Class 3 contains 2250 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 5822 members Mstep: Class 6 contains 30531 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 346 members Mstep: Class 9 contains 3601 members Mstep: Class 10 contains 5124 members Mstep: Class 11 contains 8809 members Mstep: Class 12 contains 6159 members Mstep: Class 13 contains 7418 members Mstep: Class 14 contains 24020 members Mstep: Class 15 contains 26085 members Mstep: Class 16 contains 82633 members Mstep: Class 17 contains 9863 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7227 members Mstep: Class 20 contains 71812 members Mstep: Class 21 contains 1773 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1716 members Mstep: Class 24 contains 1442 members Mstep: Class 25 contains 7423 members Mstep: Class 26 contains 7592 members Mstep: Class 27 contains 14102 members Mstep: Class 28 contains 7110 members Mstep: Class 29 contains 19340 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 71064 members Entering Unmasked Estep ConsiderDeletion Score: -65613680.000000 Penalty: 99971.781250 Iteration 74Q: 32 clusters Score -6.561368e+07 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10075 members Mstep: Class 2 contains 6439 members Mstep: Class 3 contains 2228 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 5808 members Mstep: Class 6 contains 30482 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 347 members Mstep: Class 9 contains 3598 members Mstep: Class 10 contains 5148 members Mstep: Class 11 contains 8816 members Mstep: Class 12 contains 6166 members Mstep: Class 13 contains 7401 members Mstep: Class 14 contains 24011 members Mstep: Class 15 contains 26146 members Mstep: Class 16 contains 82523 members Mstep: Class 17 contains 9975 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7239 members Mstep: Class 20 contains 71902 members Mstep: Class 21 contains 1785 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1736 members Mstep: Class 24 contains 1453 members Mstep: Class 25 contains 7483 members Mstep: Class 26 contains 7588 members Mstep: Class 27 contains 14062 members Mstep: Class 28 contains 7105 members Mstep: Class 29 contains 19171 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 71134 members Entering Unmasked Estep ConsiderDeletion Score: -65613756.000000 Penalty: 99971.781250 Iteration 75Q: 32 clusters Score -6.561376e+07 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10070 members Mstep: Class 2 contains 6408 members Mstep: Class 3 contains 2204 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 5798 members Mstep: Class 6 contains 30440 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 347 members Mstep: Class 9 contains 3601 members Mstep: Class 10 contains 5157 members Mstep: Class 11 contains 8817 members Mstep: Class 12 contains 6158 members Mstep: Class 13 contains 7390 members Mstep: Class 14 contains 24006 members Mstep: Class 15 contains 26189 members Mstep: Class 16 contains 82434 members Mstep: Class 17 contains 10082 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7255 members Mstep: Class 20 contains 71979 members Mstep: Class 21 contains 1794 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1761 members Mstep: Class 24 contains 1465 members Mstep: Class 25 contains 7552 members Mstep: Class 26 contains 7583 members Mstep: Class 27 contains 14031 members Mstep: Class 28 contains 7102 members Mstep: Class 29 contains 19005 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 71193 members Entering Unmasked Estep ConsiderDeletion Score: -65613860.000000 Penalty: 99971.781250 Iteration 76Q: 32 clusters Score -6.561386e+07 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10066 members Mstep: Class 2 contains 6384 members Mstep: Class 3 contains 2189 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 5779 members Mstep: Class 6 contains 30384 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 347 members Mstep: Class 9 contains 3600 members Mstep: Class 10 contains 5177 members Mstep: Class 11 contains 8825 members Mstep: Class 12 contains 6159 members Mstep: Class 13 contains 7363 members Mstep: Class 14 contains 24003 members Mstep: Class 15 contains 26227 members Mstep: Class 16 contains 82334 members Mstep: Class 17 contains 10174 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7270 members Mstep: Class 20 contains 72051 members Mstep: Class 21 contains 1801 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1781 members Mstep: Class 24 contains 1484 members Mstep: Class 25 contains 7611 members Mstep: Class 26 contains 7579 members Mstep: Class 27 contains 14009 members Mstep: Class 28 contains 7104 members Mstep: Class 29 contains 18857 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 71263 members Entering Unmasked Estep ConsiderDeletion Score: -65614068.000000 Penalty: 99971.781250 Iteration 77Q: 32 clusters Score -6.561407e+07 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10056 members Mstep: Class 2 contains 6357 members Mstep: Class 3 contains 2171 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 5775 members Mstep: Class 6 contains 30341 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 347 members Mstep: Class 9 contains 3598 members Mstep: Class 10 contains 5188 members Mstep: Class 11 contains 8833 members Mstep: Class 12 contains 6154 members Mstep: Class 13 contains 7338 members Mstep: Class 14 contains 23995 members Mstep: Class 15 contains 26256 members Mstep: Class 16 contains 82234 members Mstep: Class 17 contains 10258 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7293 members Mstep: Class 20 contains 72117 members Mstep: Class 21 contains 1808 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1804 members Mstep: Class 24 contains 1506 members Mstep: Class 25 contains 7650 members Mstep: Class 26 contains 7569 members Mstep: Class 27 contains 13994 members Mstep: Class 28 contains 7106 members Mstep: Class 29 contains 18737 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 71336 members Entering Unmasked Estep ConsiderDeletion Score: -65613964.000000 Penalty: 99971.781250 Iteration 78Q: 32 clusters Score -6.561396e+07 nChanged 654 Entering ConstructFrom: Score: -65613964.000000 Penalty: 99971.781250 Entering ConstructFrom: Trying to split cluster 1 (10046 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10046 members Entering Unmasked Estep Score: -1432410.375000 Penalty: 2285.302490 Iteration 0F: 2 clusters Score -1432410 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -1424724.500000 Penalty: 4570.604980 Iteration 0F: 3 clusters Score -1424724 nChanged 4175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -1427219.250000 Penalty: 4570.604980 Iteration 1F: 3 clusters Score -1427219 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -1427890.000000 Penalty: 4570.604980 Iteration 2F: 3 clusters Score -1427890 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -1428551.750000 Penalty: 4570.604980 Iteration 3F: 3 clusters Score -1428552 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -1429092.875000 Penalty: 4570.604980 Iteration 4F: 3 clusters Score -1429093 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -1429492.000000 Penalty: 4570.604980 Iteration 5F: 3 clusters Score -1429492 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -1429764.375000 Penalty: 4570.604980 Iteration 6Q: 3 clusters Score -1429764 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -1429968.000000 Penalty: 4570.604980 Iteration 7Q: 3 clusters Score -1429968 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -1430117.750000 Penalty: 4570.604980 Iteration 8Q: 3 clusters Score -1430118 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1430221.750000 Penalty: 4570.604980 Iteration 9Q: 3 clusters Score -1430222 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 5725 members Entering Unmasked Estep Score: -1430310.250000 Penalty: 4570.604980 Iteration 10Q: 3 clusters Score -1430310 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -1430377.125000 Penalty: 4570.604980 Iteration 11Q: 3 clusters Score -1430377 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -1430451.125000 Penalty: 4570.604980 Iteration 12Q: 3 clusters Score -1430451 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -1430520.000000 Penalty: 4570.604980 Iteration 13Q: 3 clusters Score -1430520 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -1430578.625000 Penalty: 4570.604980 Iteration 14Q: 3 clusters Score -1430579 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -1430629.000000 Penalty: 4570.604980 Iteration 15Q: 3 clusters Score -1430629 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 6492 members Entering Unmasked Estep Score: -1430682.250000 Penalty: 4570.604980 Iteration 16Q: 3 clusters Score -1430682 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -1430730.875000 Penalty: 4570.604980 Iteration 17Q: 3 clusters Score -1430731 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 6651 members Entering Unmasked Estep Score: -1430757.500000 Penalty: 4570.604980 Iteration 18Q: 3 clusters Score -1430758 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -1430782.750000 Penalty: 4570.604980 Iteration 19Q: 3 clusters Score -1430783 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -1430808.875000 Penalty: 4570.604980 Iteration 20F: 3 clusters Score -1430809 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -1430831.750000 Penalty: 4570.604980 Iteration 21Q: 3 clusters Score -1430832 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -1430855.625000 Penalty: 4570.604980 Iteration 22Q: 3 clusters Score -1430856 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -1430884.750000 Penalty: 4570.604980 Iteration 23Q: 3 clusters Score -1430885 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 7010 members Entering Unmasked Estep Score: -1430904.375000 Penalty: 4570.604980 Iteration 24Q: 3 clusters Score -1430904 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 7061 members Entering Unmasked Estep Score: -1430935.875000 Penalty: 4570.604980 Iteration 25Q: 3 clusters Score -1430936 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 7107 members Entering Unmasked Estep Score: -1430975.875000 Penalty: 4570.604980 Iteration 26Q: 3 clusters Score -1430976 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 7154 members Entering Unmasked Estep Score: -1431038.375000 Penalty: 4570.604980 Iteration 27Q: 3 clusters Score -1431038 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 7210 members Entering Unmasked Estep Score: -1431108.500000 Penalty: 4570.604980 Iteration 28Q: 3 clusters Score -1431108 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 7278 members Entering Unmasked Estep Score: -1431165.875000 Penalty: 4570.604980 Iteration 29Q: 3 clusters Score -1431166 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -1431240.000000 Penalty: 4570.604980 Iteration 30Q: 3 clusters Score -1431240 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 7417 members Entering Unmasked Estep Score: -1431302.375000 Penalty: 4570.604980 Iteration 31Q: 3 clusters Score -1431302 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 7491 members Entering Unmasked Estep Score: -1431372.000000 Penalty: 4570.604980 Iteration 32Q: 3 clusters Score -1431372 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 7572 members Entering Unmasked Estep Score: -1431436.625000 Penalty: 4570.604980 Iteration 33Q: 3 clusters Score -1431437 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 7647 members Entering Unmasked Estep Score: -1431489.250000 Penalty: 4570.604980 Iteration 34Q: 3 clusters Score -1431489 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -1431548.500000 Penalty: 4570.604980 Iteration 35Q: 3 clusters Score -1431548 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 7758 members Entering Unmasked Estep Score: -1431599.625000 Penalty: 4570.604980 Iteration 36Q: 3 clusters Score -1431600 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -1431643.375000 Penalty: 4570.604980 Iteration 37Q: 3 clusters Score -1431643 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 7836 members Entering Unmasked Estep Score: -1431677.375000 Penalty: 4570.604980 Iteration 38Q: 3 clusters Score -1431677 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 7865 members Entering Unmasked Estep Score: -1431705.750000 Penalty: 4570.604980 Iteration 39Q: 3 clusters Score -1431706 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -1431730.250000 Penalty: 4570.604980 Iteration 40F: 3 clusters Score -1431730 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 7905 members Entering Unmasked Estep Score: -1431749.750000 Penalty: 4570.604980 Iteration 41Q: 3 clusters Score -1431750 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 7925 members Entering Unmasked Estep Score: -1431763.750000 Penalty: 4570.604980 Iteration 42Q: 3 clusters Score -1431764 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 7941 members Entering Unmasked Estep Score: -1431775.125000 Penalty: 4570.604980 Iteration 43Q: 3 clusters Score -1431775 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 7951 members Entering Unmasked Estep Score: -1431779.750000 Penalty: 4570.604980 Iteration 44Q: 3 clusters Score -1431780 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 7959 members Entering Unmasked Estep Score: -1431789.625000 Penalty: 4570.604980 Iteration 45Q: 3 clusters Score -1431790 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 7966 members Entering Unmasked Estep Score: -1431797.750000 Penalty: 4570.604980 Iteration 46Q: 3 clusters Score -1431798 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 7969 members Entering Unmasked Estep Score: -1431797.250000 Penalty: 4570.604980 Iteration 47Q: 3 clusters Score -1431797 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 7967 members Entering Unmasked Estep Score: -1431798.875000 Penalty: 4570.604980 Iteration 48Q: 3 clusters Score -1431799 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 7971 members Entering Unmasked Estep Score: -1431799.625000 Penalty: 4570.604980 Iteration 49Q: 3 clusters Score -1431800 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 7975 members Entering Unmasked Estep Score: -1431801.250000 Penalty: 4570.604980 Iteration 50Q: 3 clusters Score -1431801 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 7981 members Entering Unmasked Estep Score: -1431803.500000 Penalty: 4570.604980 Iteration 51Q: 3 clusters Score -1431804 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 7983 members Entering Unmasked Estep Score: -1431802.625000 Penalty: 4570.604980 Iteration 52Q: 3 clusters Score -1431803 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 7983 members Entering Unmasked Estep Score: -1431802.625000 Penalty: 4570.604980 Iteration 53F: 3 clusters Score -1431803 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (6330 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6330 members Entering Unmasked Estep Score: -922268.500000 Penalty: 2170.757812 Iteration 0F: 2 clusters Score -922268.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -916847.250000 Penalty: 4341.515625 Iteration 0F: 3 clusters Score -916847.2 nChanged 2493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -918272.812500 Penalty: 4341.515625 Iteration 1F: 3 clusters Score -918272.8 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -918591.250000 Penalty: 4341.515625 Iteration 2F: 3 clusters Score -918591.2 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -918803.812500 Penalty: 4341.515625 Iteration 3F: 3 clusters Score -918803.8 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -918946.562500 Penalty: 4341.515625 Iteration 4Q: 3 clusters Score -918946.6 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -919062.312500 Penalty: 4341.515625 Iteration 5Q: 3 clusters Score -919062.3 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -919156.312500 Penalty: 4341.515625 Iteration 6Q: 3 clusters Score -919156.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -919246.312500 Penalty: 4341.515625 Iteration 7Q: 3 clusters Score -919246.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -919330.437500 Penalty: 4341.515625 Iteration 8Q: 3 clusters Score -919330.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -919409.062500 Penalty: 4341.515625 Iteration 9Q: 3 clusters Score -919409.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -919471.062500 Penalty: 4341.515625 Iteration 10Q: 3 clusters Score -919471.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -919538.187500 Penalty: 4341.515625 Iteration 11Q: 3 clusters Score -919538.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -919595.312500 Penalty: 4341.515625 Iteration 12Q: 3 clusters Score -919595.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -919652.312500 Penalty: 4341.515625 Iteration 13Q: 3 clusters Score -919652.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -919703.250000 Penalty: 4341.515625 Iteration 14Q: 3 clusters Score -919703.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -919746.937500 Penalty: 4341.515625 Iteration 15Q: 3 clusters Score -919746.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -919788.125000 Penalty: 4341.515625 Iteration 16Q: 3 clusters Score -919788.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -919837.562500 Penalty: 4341.515625 Iteration 17Q: 3 clusters Score -919837.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -919881.875000 Penalty: 4341.515625 Iteration 18Q: 3 clusters Score -919881.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -919925.062500 Penalty: 4341.515625 Iteration 19Q: 3 clusters Score -919925.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -919958.375000 Penalty: 4341.515625 Iteration 20F: 3 clusters Score -919958.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -919991.062500 Penalty: 4341.515625 Iteration 21Q: 3 clusters Score -919991.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -920019.750000 Penalty: 4341.515625 Iteration 22Q: 3 clusters Score -920019.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -920052.250000 Penalty: 4341.515625 Iteration 23Q: 3 clusters Score -920052.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -920074.562500 Penalty: 4341.515625 Iteration 24Q: 3 clusters Score -920074.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -920100.437500 Penalty: 4341.515625 Iteration 25Q: 3 clusters Score -920100.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -920117.562500 Penalty: 4341.515625 Iteration 26Q: 3 clusters Score -920117.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -920134.062500 Penalty: 4341.515625 Iteration 27Q: 3 clusters Score -920134.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -920146.312500 Penalty: 4341.515625 Iteration 28Q: 3 clusters Score -920146.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -920166.750000 Penalty: 4341.515625 Iteration 29Q: 3 clusters Score -920166.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -920192.000000 Penalty: 4341.515625 Iteration 30Q: 3 clusters Score -920192 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -920206.687500 Penalty: 4341.515625 Iteration 31Q: 3 clusters Score -920206.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -920223.875000 Penalty: 4341.515625 Iteration 32Q: 3 clusters Score -920223.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 5064 members Entering Unmasked Estep Score: -920236.500000 Penalty: 4341.515625 Iteration 33Q: 3 clusters Score -920236.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -920248.375000 Penalty: 4341.515625 Iteration 34Q: 3 clusters Score -920248.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -920263.875000 Penalty: 4341.515625 Iteration 35Q: 3 clusters Score -920263.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -920272.312500 Penalty: 4341.515625 Iteration 36Q: 3 clusters Score -920272.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -920286.750000 Penalty: 4341.515625 Iteration 37Q: 3 clusters Score -920286.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -920296.000000 Penalty: 4341.515625 Iteration 38Q: 3 clusters Score -920296 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -920302.000000 Penalty: 4341.515625 Iteration 39Q: 3 clusters Score -920302 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -920312.687500 Penalty: 4341.515625 Iteration 40F: 3 clusters Score -920312.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -920317.250000 Penalty: 4341.515625 Iteration 41Q: 3 clusters Score -920317.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -920321.375000 Penalty: 4341.515625 Iteration 42Q: 3 clusters Score -920321.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -920322.625000 Penalty: 4341.515625 Iteration 43Q: 3 clusters Score -920322.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -920324.812500 Penalty: 4341.515625 Iteration 44Q: 3 clusters Score -920324.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -920324.812500 Penalty: 4341.515625 Iteration 45Q: 3 clusters Score -920324.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -920325.625000 Penalty: 4341.515625 Iteration 46Q: 3 clusters Score -920325.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -920327.062500 Penalty: 4341.515625 Iteration 47Q: 3 clusters Score -920327.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -920328.125000 Penalty: 4341.515625 Iteration 48Q: 3 clusters Score -920328.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -920328.500000 Penalty: 4341.515625 Iteration 49Q: 3 clusters Score -920328.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -920328.875000 Penalty: 4341.515625 Iteration 50Q: 3 clusters Score -920328.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -920328.875000 Penalty: 4341.515625 Iteration 51F: 3 clusters Score -920328.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Entering Unmasked Estep Score: -307137.500000 Penalty: 1902.381836 Iteration 0F: 2 clusters Score -307137.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -304396.812500 Penalty: 3804.763672 Iteration 0F: 3 clusters Score -304396.8 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -304951.375000 Penalty: 3804.763672 Iteration 1F: 3 clusters Score -304951.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -305092.812500 Penalty: 3804.763672 Iteration 2F: 3 clusters Score -305092.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -305180.093750 Penalty: 3804.763672 Iteration 3Q: 3 clusters Score -305180.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -305256.625000 Penalty: 3804.763672 Iteration 4Q: 3 clusters Score -305256.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -305326.968750 Penalty: 3804.763672 Iteration 5Q: 3 clusters Score -305327 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -305389.125000 Penalty: 3804.763672 Iteration 6Q: 3 clusters Score -305389.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -305426.687500 Penalty: 3804.763672 Iteration 7Q: 3 clusters Score -305426.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -305467.093750 Penalty: 3804.763672 Iteration 8Q: 3 clusters Score -305467.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -305507.531250 Penalty: 3804.763672 Iteration 9Q: 3 clusters Score -305507.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -305536.750000 Penalty: 3804.763672 Iteration 10Q: 3 clusters Score -305536.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -305578.093750 Penalty: 3804.763672 Iteration 11Q: 3 clusters Score -305578.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -305600.093750 Penalty: 3804.763672 Iteration 12Q: 3 clusters Score -305600.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -305623.312500 Penalty: 3804.763672 Iteration 13Q: 3 clusters Score -305623.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -305651.875000 Penalty: 3804.763672 Iteration 14Q: 3 clusters Score -305651.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -305678.375000 Penalty: 3804.763672 Iteration 15Q: 3 clusters Score -305678.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -305712.375000 Penalty: 3804.763672 Iteration 16Q: 3 clusters Score -305712.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -305752.781250 Penalty: 3804.763672 Iteration 17Q: 3 clusters Score -305752.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -305786.187500 Penalty: 3804.763672 Iteration 18Q: 3 clusters Score -305786.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -305813.500000 Penalty: 3804.763672 Iteration 19Q: 3 clusters Score -305813.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -305844.781250 Penalty: 3804.763672 Iteration 20F: 3 clusters Score -305844.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -305881.281250 Penalty: 3804.763672 Iteration 21Q: 3 clusters Score -305881.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -305915.968750 Penalty: 3804.763672 Iteration 22Q: 3 clusters Score -305916 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -305971.937500 Penalty: 3804.763672 Iteration 23Q: 3 clusters Score -305971.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -306050.250000 Penalty: 3804.763672 Iteration 24Q: 3 clusters Score -306050.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -306113.281250 Penalty: 3804.763672 Iteration 25Q: 3 clusters Score -306113.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -306152.062500 Penalty: 3804.763672 Iteration 26Q: 3 clusters Score -306152.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -306172.093750 Penalty: 3804.763672 Iteration 27Q: 3 clusters Score -306172.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -306184.500000 Penalty: 3804.763672 Iteration 28Q: 3 clusters Score -306184.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -306194.468750 Penalty: 3804.763672 Iteration 29Q: 3 clusters Score -306194.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -306198.812500 Penalty: 3804.763672 Iteration 30Q: 3 clusters Score -306198.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -306201.812500 Penalty: 3804.763672 Iteration 31Q: 3 clusters Score -306201.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -306202.812500 Penalty: 3804.763672 Iteration 32Q: 3 clusters Score -306202.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -306202.812500 Penalty: 3804.763672 Iteration 33F: 3 clusters Score -306202.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1519 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Entering Unmasked Estep Score: -224823.375000 Penalty: 1816.800293 Iteration 0F: 2 clusters Score -224823.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -222578.671875 Penalty: 3633.600586 Iteration 0F: 3 clusters Score -222578.7 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -222987.000000 Penalty: 3633.600586 Iteration 1F: 3 clusters Score -222987 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -223163.859375 Penalty: 3633.600586 Iteration 2F: 3 clusters Score -223163.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -223367.890625 Penalty: 3633.600586 Iteration 3F: 3 clusters Score -223367.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -223594.828125 Penalty: 3633.600586 Iteration 4F: 3 clusters Score -223594.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -223775.031250 Penalty: 3633.600586 Iteration 5F: 3 clusters Score -223775 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -223925.843750 Penalty: 3633.600586 Iteration 6F: 3 clusters Score -223925.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -224068.000000 Penalty: 3633.600586 Iteration 7Q: 3 clusters Score -224068 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -224168.015625 Penalty: 3633.600586 Iteration 8Q: 3 clusters Score -224168 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -224216.562500 Penalty: 3633.600586 Iteration 9Q: 3 clusters Score -224216.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -224254.187500 Penalty: 3633.600586 Iteration 10Q: 3 clusters Score -224254.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -224272.437500 Penalty: 3633.600586 Iteration 11Q: 3 clusters Score -224272.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -224287.546875 Penalty: 3633.600586 Iteration 12Q: 3 clusters Score -224287.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -224300.187500 Penalty: 3633.600586 Iteration 13Q: 3 clusters Score -224300.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -224304.750000 Penalty: 3633.600586 Iteration 14Q: 3 clusters Score -224304.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -224307.828125 Penalty: 3633.600586 Iteration 15Q: 3 clusters Score -224307.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -224307.828125 Penalty: 3633.600586 Iteration 16F: 3 clusters Score -224307.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (5768 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5768 members Entering Unmasked Estep Score: -867738.750000 Penalty: 2147.699951 Iteration 0F: 2 clusters Score -867738.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -862732.750000 Penalty: 4295.399902 Iteration 0F: 3 clusters Score -862732.8 nChanged 2238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -864040.125000 Penalty: 4295.399902 Iteration 1F: 3 clusters Score -864040.1 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -864389.937500 Penalty: 4295.399902 Iteration 2F: 3 clusters Score -864389.9 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -864650.187500 Penalty: 4295.399902 Iteration 3F: 3 clusters Score -864650.2 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -864846.500000 Penalty: 4295.399902 Iteration 4F: 3 clusters Score -864846.5 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -865012.062500 Penalty: 4295.399902 Iteration 5Q: 3 clusters Score -865012.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -865158.437500 Penalty: 4295.399902 Iteration 6Q: 3 clusters Score -865158.4 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -865356.375000 Penalty: 4295.399902 Iteration 7Q: 3 clusters Score -865356.4 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -865710.250000 Penalty: 4295.399902 Iteration 8Q: 3 clusters Score -865710.2 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -866476.500000 Penalty: 4295.399902 Iteration 9F: 3 clusters Score -866476.5 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -867179.562500 Penalty: 4295.399902 Iteration 10F: 3 clusters Score -867179.6 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -867844.062500 Penalty: 4295.399902 Iteration 11F: 3 clusters Score -867844.1 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -868445.500000 Penalty: 4295.399902 Iteration 12Q: 3 clusters Score -868445.5 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -868667.625000 Penalty: 4295.399902 Iteration 13Q: 3 clusters Score -868667.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -868768.062500 Penalty: 4295.399902 Iteration 14Q: 3 clusters Score -868768.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -868829.937500 Penalty: 4295.399902 Iteration 15Q: 3 clusters Score -868829.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -868873.375000 Penalty: 4295.399902 Iteration 16Q: 3 clusters Score -868873.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -868912.625000 Penalty: 4295.399902 Iteration 17Q: 3 clusters Score -868912.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -868941.687500 Penalty: 4295.399902 Iteration 18Q: 3 clusters Score -868941.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -868959.875000 Penalty: 4295.399902 Iteration 19Q: 3 clusters Score -868959.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -868971.187500 Penalty: 4295.399902 Iteration 20F: 3 clusters Score -868971.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -868985.000000 Penalty: 4295.399902 Iteration 21Q: 3 clusters Score -868985 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -869010.062500 Penalty: 4295.399902 Iteration 22Q: 3 clusters Score -869010.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -869038.125000 Penalty: 4295.399902 Iteration 23Q: 3 clusters Score -869038.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -869063.500000 Penalty: 4295.399902 Iteration 24Q: 3 clusters Score -869063.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -869106.937500 Penalty: 4295.399902 Iteration 25Q: 3 clusters Score -869106.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -869167.875000 Penalty: 4295.399902 Iteration 26Q: 3 clusters Score -869167.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -869288.125000 Penalty: 4295.399902 Iteration 27Q: 3 clusters Score -869288.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -869507.500000 Penalty: 4295.399902 Iteration 28Q: 3 clusters Score -869507.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -869776.562500 Penalty: 4295.399902 Iteration 29Q: 3 clusters Score -869776.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -869959.875000 Penalty: 4295.399902 Iteration 30Q: 3 clusters Score -869959.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -870061.437500 Penalty: 4295.399902 Iteration 31Q: 3 clusters Score -870061.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -870091.812500 Penalty: 4295.399902 Iteration 32Q: 3 clusters Score -870091.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -870105.687500 Penalty: 4295.399902 Iteration 33Q: 3 clusters Score -870105.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -870107.687500 Penalty: 4295.399902 Iteration 34Q: 3 clusters Score -870107.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -870108.000000 Penalty: 4295.399902 Iteration 35Q: 3 clusters Score -870108 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -870112.625000 Penalty: 4295.399902 Iteration 36Q: 3 clusters Score -870112.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -870111.062500 Penalty: 4295.399902 Iteration 37Q: 3 clusters Score -870111.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -870111.562500 Penalty: 4295.399902 Iteration 38Q: 3 clusters Score -870111.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -870111.687500 Penalty: 4295.399902 Iteration 39Q: 3 clusters Score -870111.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -870111.687500 Penalty: 4295.399902 Iteration 40F: 3 clusters Score -870111.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10046 members Mstep: Class 2 contains 6330 members Mstep: Class 3 contains 2145 members Mstep: Class 4 contains 1519 members Mstep: Class 5 contains 3205 members Mstep: Class 6 contains 30309 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 347 members Mstep: Class 9 contains 3599 members Mstep: Class 10 contains 5197 members Mstep: Class 11 contains 8837 members Mstep: Class 12 contains 6153 members Mstep: Class 13 contains 7319 members Mstep: Class 14 contains 23987 members Mstep: Class 15 contains 26275 members Mstep: Class 16 contains 82133 members Mstep: Class 17 contains 10332 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7320 members Mstep: Class 20 contains 72200 members Mstep: Class 21 contains 1813 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1829 members Mstep: Class 24 contains 1525 members Mstep: Class 25 contains 7696 members Mstep: Class 26 contains 7561 members Mstep: Class 27 contains 13990 members Mstep: Class 28 contains 7102 members Mstep: Class 29 contains 18621 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 71386 members Mstep: Class 32 contains 2563 members Entering Unmasked Estep Score: -65615716.000000 Penalty: 103196.679688 Splitting cluster 5 changes total score from -65613964.000000 to -65615716.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 6 (30309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30309 members Entering Unmasked Estep Score: -4474037.500000 Penalty: 2559.161377 Iteration 0F: 2 clusters Score -4474038 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15253 members Mstep: Class 2 contains 15056 members Entering Unmasked Estep Score: -4453182.500000 Penalty: 5118.322754 Iteration 0F: 3 clusters Score -4453182 nChanged 13684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15947 members Mstep: Class 2 contains 14362 members Entering Unmasked Estep Score: -4460829.500000 Penalty: 5118.322754 Iteration 1F: 3 clusters Score -4460830 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16342 members Mstep: Class 2 contains 13967 members Entering Unmasked Estep Score: -4461422.000000 Penalty: 5118.322754 Iteration 2F: 3 clusters Score -4461422 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16871 members Mstep: Class 2 contains 13438 members Entering Unmasked Estep Score: -4462052.500000 Penalty: 5118.322754 Iteration 3Q: 3 clusters Score -4462052 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17517 members Mstep: Class 2 contains 12792 members Entering Unmasked Estep Score: -4462683.500000 Penalty: 5118.322754 Iteration 4Q: 3 clusters Score -4462684 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18337 members Mstep: Class 2 contains 11972 members Entering Unmasked Estep Score: -4463409.500000 Penalty: 5118.322754 Iteration 5Q: 3 clusters Score -4463410 nChanged 1471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19344 members Mstep: Class 2 contains 10965 members Entering Unmasked Estep Score: -4464203.000000 Penalty: 5118.322754 Iteration 6Q: 3 clusters Score -4464203 nChanged 1542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20498 members Mstep: Class 2 contains 9811 members Entering Unmasked Estep Score: -4465071.500000 Penalty: 5118.322754 Iteration 7F: 3 clusters Score -4465072 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21823 members Mstep: Class 2 contains 8486 members Entering Unmasked Estep Score: -4466029.000000 Penalty: 5118.322754 Iteration 8F: 3 clusters Score -4466029 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23285 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -4467107.000000 Penalty: 5118.322754 Iteration 9F: 3 clusters Score -4467107 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24784 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -4468276.500000 Penalty: 5118.322754 Iteration 10F: 3 clusters Score -4468276 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26224 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -4469452.500000 Penalty: 5118.322754 Iteration 11Q: 3 clusters Score -4469452 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27454 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -4470523.500000 Penalty: 5118.322754 Iteration 12Q: 3 clusters Score -4470524 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28339 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -4471376.000000 Penalty: 5118.322754 Iteration 13Q: 3 clusters Score -4471376 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28862 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -4471922.500000 Penalty: 5118.322754 Iteration 14Q: 3 clusters Score -4471922 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29147 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -4472246.500000 Penalty: 5118.322754 Iteration 15Q: 3 clusters Score -4472246 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29253 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -4472409.000000 Penalty: 5118.322754 Iteration 16Q: 3 clusters Score -4472409 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29293 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -4472479.500000 Penalty: 5118.322754 Iteration 17Q: 3 clusters Score -4472480 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29308 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -4472513.500000 Penalty: 5118.322754 Iteration 18Q: 3 clusters Score -4472514 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29317 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -4472534.000000 Penalty: 5118.322754 Iteration 19Q: 3 clusters Score -4472534 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29321 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -4472550.000000 Penalty: 5118.322754 Iteration 20F: 3 clusters Score -4472550 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29319 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -4472557.500000 Penalty: 5118.322754 Iteration 21Q: 3 clusters Score -4472558 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29320 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -4472560.500000 Penalty: 5118.322754 Iteration 22Q: 3 clusters Score -4472560 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29317 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -4472559.000000 Penalty: 5118.322754 Iteration 23Q: 3 clusters Score -4472559 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29317 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -4472560.000000 Penalty: 5118.322754 Iteration 24Q: 3 clusters Score -4472560 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29317 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -4472561.000000 Penalty: 5118.322754 Iteration 25Q: 3 clusters Score -4472561 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29316 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -4472562.000000 Penalty: 5118.322754 Iteration 26Q: 3 clusters Score -4472562 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29316 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -4472566.500000 Penalty: 5118.322754 Iteration 27Q: 3 clusters Score -4472566 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29316 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -4472566.500000 Penalty: 5118.322754 Iteration 28F: 3 clusters Score -4472566 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Entering Unmasked Estep Score: -81553.531250 Penalty: 1577.174316 Iteration 0F: 2 clusters Score -81553.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -80092.968750 Penalty: 3154.348633 Iteration 0F: 3 clusters Score -80092.97 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -80432.062500 Penalty: 3154.348633 Iteration 1F: 3 clusters Score -80432.06 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -80606.210938 Penalty: 3154.348633 Iteration 2F: 3 clusters Score -80606.21 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -80701.757812 Penalty: 3154.348633 Iteration 3F: 3 clusters Score -80701.76 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -80838.078125 Penalty: 3154.348633 Iteration 4Q: 3 clusters Score -80838.08 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -80971.937500 Penalty: 3154.348633 Iteration 5Q: 3 clusters Score -80971.94 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -81084.351562 Penalty: 3154.348633 Iteration 6Q: 3 clusters Score -81084.35 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -81125.617188 Penalty: 3154.348633 Iteration 7Q: 3 clusters Score -81125.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -81158.078125 Penalty: 3154.348633 Iteration 8Q: 3 clusters Score -81158.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -81177.625000 Penalty: 3154.348633 Iteration 9Q: 3 clusters Score -81177.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -81187.757812 Penalty: 3154.348633 Iteration 10Q: 3 clusters Score -81187.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -81188.515625 Penalty: 3154.348633 Iteration 11Q: 3 clusters Score -81188.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -81190.835938 Penalty: 3154.348633 Iteration 12F: 3 clusters Score -81190.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -81201.742188 Penalty: 3154.348633 Iteration 13Q: 3 clusters Score -81201.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -81206.031250 Penalty: 3154.348633 Iteration 14Q: 3 clusters Score -81206.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -81206.031250 Penalty: 3154.348633 Iteration 15F: 3 clusters Score -81206.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (347 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Entering Unmasked Estep Score: -37603.519531 Penalty: 1450.632568 Iteration 0F: 2 clusters Score -37603.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -36498.839844 Penalty: 2901.265137 Iteration 0F: 3 clusters Score -36498.84 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -37043.136719 Penalty: 2901.265137 Iteration 1F: 3 clusters Score -37043.14 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -37232.820312 Penalty: 2901.265137 Iteration 2F: 3 clusters Score -37232.82 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -37299.937500 Penalty: 2901.265137 Iteration 3Q: 3 clusters Score -37299.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -37330.117188 Penalty: 2901.265137 Iteration 4Q: 3 clusters Score -37330.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -37365.781250 Penalty: 2901.265137 Iteration 5Q: 3 clusters Score -37365.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -37383.792969 Penalty: 2901.265137 Iteration 6Q: 3 clusters Score -37383.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -37397.058594 Penalty: 2901.265137 Iteration 7Q: 3 clusters Score -37397.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -37409.421875 Penalty: 2901.265137 Iteration 8Q: 3 clusters Score -37409.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -37411.207031 Penalty: 2901.265137 Iteration 9Q: 3 clusters Score -37411.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -37412.980469 Penalty: 2901.265137 Iteration 10Q: 3 clusters Score -37412.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -37413.312500 Penalty: 2901.265137 Iteration 11F: 3 clusters Score -37413.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -37484.117188 Penalty: 2901.265137 Iteration 12Q: 3 clusters Score -37484.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -37565.136719 Penalty: 2901.265137 Iteration 13Q: 3 clusters Score -37565.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -37609.437500 Penalty: 2901.265137 Iteration 14Q: 3 clusters Score -37609.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -37620.339844 Penalty: 2901.265137 Iteration 15F: 3 clusters Score -37620.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -37657.675781 Penalty: 2901.265137 Iteration 16Q: 3 clusters Score -37657.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -37696.101562 Penalty: 2901.265137 Iteration 17Q: 3 clusters Score -37696.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -37741.570312 Penalty: 2901.265137 Iteration 18Q: 3 clusters Score -37741.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -37768.589844 Penalty: 2901.265137 Iteration 19Q: 3 clusters Score -37768.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -37776.335938 Penalty: 2901.265137 Iteration 20F: 3 clusters Score -37776.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -37814.742188 Penalty: 2901.265137 Iteration 21Q: 3 clusters Score -37814.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -37815.847656 Penalty: 2901.265137 Iteration 22F: 3 clusters Score -37815.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -37860.929688 Penalty: 2901.265137 Iteration 23Q: 3 clusters Score -37860.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -37945.722656 Penalty: 2901.265137 Iteration 24Q: 3 clusters Score -37945.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -37945.722656 Penalty: 2901.265137 Iteration 25F: 3 clusters Score -37945.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10046 members Mstep: Class 2 contains 6330 members Mstep: Class 3 contains 2145 members Mstep: Class 4 contains 1519 members Mstep: Class 5 contains 3205 members Mstep: Class 6 contains 30309 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 111 members Mstep: Class 9 contains 3599 members Mstep: Class 10 contains 5197 members Mstep: Class 11 contains 8837 members Mstep: Class 12 contains 6153 members Mstep: Class 13 contains 7319 members Mstep: Class 14 contains 23987 members Mstep: Class 15 contains 26275 members Mstep: Class 16 contains 82133 members Mstep: Class 17 contains 10332 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7320 members Mstep: Class 20 contains 72200 members Mstep: Class 21 contains 1813 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1829 members Mstep: Class 24 contains 1525 members Mstep: Class 25 contains 7696 members Mstep: Class 26 contains 7561 members Mstep: Class 27 contains 13990 members Mstep: Class 28 contains 7102 members Mstep: Class 29 contains 18621 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 71386 members Mstep: Class 32 contains 2563 members Mstep: Class 33 contains 236 members Entering Unmasked Estep Score: -65614260.000000 Penalty: 106421.570312 Splitting cluster 8 changes total score from -65613964.000000 to -65614260.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 9 (3599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Entering Unmasked Estep Score: -517970.937500 Penalty: 2030.726074 Iteration 0F: 2 clusters Score -517970.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -514332.437500 Penalty: 4061.452148 Iteration 0F: 3 clusters Score -514332.4 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -515104.468750 Penalty: 4061.452148 Iteration 1F: 3 clusters Score -515104.5 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -515298.812500 Penalty: 4061.452148 Iteration 2F: 3 clusters Score -515298.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -515421.062500 Penalty: 4061.452148 Iteration 3Q: 3 clusters Score -515421.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -515528.531250 Penalty: 4061.452148 Iteration 4Q: 3 clusters Score -515528.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -515616.781250 Penalty: 4061.452148 Iteration 5Q: 3 clusters Score -515616.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -515706.125000 Penalty: 4061.452148 Iteration 6Q: 3 clusters Score -515706.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -515785.000000 Penalty: 4061.452148 Iteration 7Q: 3 clusters Score -515785 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -515855.687500 Penalty: 4061.452148 Iteration 8Q: 3 clusters Score -515855.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -515932.812500 Penalty: 4061.452148 Iteration 9Q: 3 clusters Score -515932.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -516031.187500 Penalty: 4061.452148 Iteration 10Q: 3 clusters Score -516031.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -516144.375000 Penalty: 4061.452148 Iteration 11Q: 3 clusters Score -516144.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -516311.968750 Penalty: 4061.452148 Iteration 12Q: 3 clusters Score -516312 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -516490.031250 Penalty: 4061.452148 Iteration 13Q: 3 clusters Score -516490 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -516612.687500 Penalty: 4061.452148 Iteration 14Q: 3 clusters Score -516612.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -516705.093750 Penalty: 4061.452148 Iteration 15Q: 3 clusters Score -516705.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -516789.687500 Penalty: 4061.452148 Iteration 16Q: 3 clusters Score -516789.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -516871.156250 Penalty: 4061.452148 Iteration 17Q: 3 clusters Score -516871.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -516926.906250 Penalty: 4061.452148 Iteration 18Q: 3 clusters Score -516926.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -516957.500000 Penalty: 4061.452148 Iteration 19Q: 3 clusters Score -516957.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -516986.562500 Penalty: 4061.452148 Iteration 20F: 3 clusters Score -516986.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -517005.375000 Penalty: 4061.452148 Iteration 21Q: 3 clusters Score -517005.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -517025.156250 Penalty: 4061.452148 Iteration 22Q: 3 clusters Score -517025.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -517041.562500 Penalty: 4061.452148 Iteration 23Q: 3 clusters Score -517041.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -517055.250000 Penalty: 4061.452148 Iteration 24Q: 3 clusters Score -517055.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -517059.968750 Penalty: 4061.452148 Iteration 25Q: 3 clusters Score -517060 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -517062.125000 Penalty: 4061.452148 Iteration 26Q: 3 clusters Score -517062.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -517064.812500 Penalty: 4061.452148 Iteration 27Q: 3 clusters Score -517064.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -517067.812500 Penalty: 4061.452148 Iteration 28Q: 3 clusters Score -517067.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -517068.093750 Penalty: 4061.452148 Iteration 29Q: 3 clusters Score -517068.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -517070.250000 Penalty: 4061.452148 Iteration 30Q: 3 clusters Score -517070.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -517070.250000 Penalty: 4061.452148 Iteration 31F: 3 clusters Score -517070.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5197 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Entering Unmasked Estep Score: -751617.437500 Penalty: 2121.847412 Iteration 0F: 2 clusters Score -751617.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -747004.750000 Penalty: 4243.694824 Iteration 0F: 3 clusters Score -747004.8 nChanged 1975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -748093.062500 Penalty: 4243.694824 Iteration 1F: 3 clusters Score -748093.1 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -748373.562500 Penalty: 4243.694824 Iteration 2F: 3 clusters Score -748373.6 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -748572.625000 Penalty: 4243.694824 Iteration 3F: 3 clusters Score -748572.6 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -748725.187500 Penalty: 4243.694824 Iteration 4Q: 3 clusters Score -748725.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -748863.187500 Penalty: 4243.694824 Iteration 5Q: 3 clusters Score -748863.2 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -748971.500000 Penalty: 4243.694824 Iteration 6Q: 3 clusters Score -748971.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -749060.625000 Penalty: 4243.694824 Iteration 7Q: 3 clusters Score -749060.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -749144.062500 Penalty: 4243.694824 Iteration 8Q: 3 clusters Score -749144.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -749213.000000 Penalty: 4243.694824 Iteration 9Q: 3 clusters Score -749213 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -749273.062500 Penalty: 4243.694824 Iteration 10Q: 3 clusters Score -749273.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -749344.937500 Penalty: 4243.694824 Iteration 11Q: 3 clusters Score -749344.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -749417.812500 Penalty: 4243.694824 Iteration 12Q: 3 clusters Score -749417.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -749498.437500 Penalty: 4243.694824 Iteration 13Q: 3 clusters Score -749498.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -749578.437500 Penalty: 4243.694824 Iteration 14Q: 3 clusters Score -749578.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -749640.812500 Penalty: 4243.694824 Iteration 15Q: 3 clusters Score -749640.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -749692.750000 Penalty: 4243.694824 Iteration 16Q: 3 clusters Score -749692.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -749739.187500 Penalty: 4243.694824 Iteration 17Q: 3 clusters Score -749739.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -749785.375000 Penalty: 4243.694824 Iteration 18Q: 3 clusters Score -749785.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -749830.937500 Penalty: 4243.694824 Iteration 19Q: 3 clusters Score -749830.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -749880.875000 Penalty: 4243.694824 Iteration 20F: 3 clusters Score -749880.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -749922.500000 Penalty: 4243.694824 Iteration 21Q: 3 clusters Score -749922.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -749961.062500 Penalty: 4243.694824 Iteration 22Q: 3 clusters Score -749961.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -749990.375000 Penalty: 4243.694824 Iteration 23Q: 3 clusters Score -749990.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -750023.500000 Penalty: 4243.694824 Iteration 24Q: 3 clusters Score -750023.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -750052.687500 Penalty: 4243.694824 Iteration 25Q: 3 clusters Score -750052.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -750075.687500 Penalty: 4243.694824 Iteration 26Q: 3 clusters Score -750075.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -750100.250000 Penalty: 4243.694824 Iteration 27Q: 3 clusters Score -750100.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -750128.125000 Penalty: 4243.694824 Iteration 28Q: 3 clusters Score -750128.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -750161.375000 Penalty: 4243.694824 Iteration 29Q: 3 clusters Score -750161.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -750212.125000 Penalty: 4243.694824 Iteration 30Q: 3 clusters Score -750212.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -750275.125000 Penalty: 4243.694824 Iteration 31Q: 3 clusters Score -750275.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -750340.812500 Penalty: 4243.694824 Iteration 32Q: 3 clusters Score -750340.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -750407.625000 Penalty: 4243.694824 Iteration 33Q: 3 clusters Score -750407.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -750467.500000 Penalty: 4243.694824 Iteration 34Q: 3 clusters Score -750467.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -750505.062500 Penalty: 4243.694824 Iteration 35Q: 3 clusters Score -750505.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -750533.375000 Penalty: 4243.694824 Iteration 36Q: 3 clusters Score -750533.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -750554.000000 Penalty: 4243.694824 Iteration 37Q: 3 clusters Score -750554 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -750567.812500 Penalty: 4243.694824 Iteration 38Q: 3 clusters Score -750567.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -750575.375000 Penalty: 4243.694824 Iteration 39Q: 3 clusters Score -750575.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -750587.875000 Penalty: 4243.694824 Iteration 40F: 3 clusters Score -750587.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -750597.562500 Penalty: 4243.694824 Iteration 41Q: 3 clusters Score -750597.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -750602.562500 Penalty: 4243.694824 Iteration 42Q: 3 clusters Score -750602.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -750604.750000 Penalty: 4243.694824 Iteration 43Q: 3 clusters Score -750604.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -750606.000000 Penalty: 4243.694824 Iteration 44Q: 3 clusters Score -750606 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -750607.062500 Penalty: 4243.694824 Iteration 45Q: 3 clusters Score -750607.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -750608.437500 Penalty: 4243.694824 Iteration 46Q: 3 clusters Score -750608.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -750608.875000 Penalty: 4243.694824 Iteration 47Q: 3 clusters Score -750608.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -750609.750000 Penalty: 4243.694824 Iteration 48Q: 3 clusters Score -750609.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -750611.750000 Penalty: 4243.694824 Iteration 49Q: 3 clusters Score -750611.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -750613.562500 Penalty: 4243.694824 Iteration 50Q: 3 clusters Score -750613.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -750614.750000 Penalty: 4243.694824 Iteration 51Q: 3 clusters Score -750614.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -750614.562500 Penalty: 4243.694824 Iteration 52Q: 3 clusters Score -750614.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -750615.875000 Penalty: 4243.694824 Iteration 53Q: 3 clusters Score -750615.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -750616.687500 Penalty: 4243.694824 Iteration 54Q: 3 clusters Score -750616.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -750616.687500 Penalty: 4243.694824 Iteration 55F: 3 clusters Score -750616.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (8837 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8837 members Entering Unmasked Estep Score: -1353181.250000 Penalty: 2253.502197 Iteration 0F: 2 clusters Score -1353181 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -1346333.625000 Penalty: 4507.004395 Iteration 0F: 3 clusters Score -1346334 nChanged 3503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -1348512.625000 Penalty: 4507.004395 Iteration 1F: 3 clusters Score -1348513 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 4971 members Entering Unmasked Estep Score: -1349586.250000 Penalty: 4507.004395 Iteration 2F: 3 clusters Score -1349586 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -1351207.750000 Penalty: 4507.004395 Iteration 3F: 3 clusters Score -1351208 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -1352427.250000 Penalty: 4507.004395 Iteration 4F: 3 clusters Score -1352427 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -1352966.625000 Penalty: 4507.004395 Iteration 5F: 3 clusters Score -1352967 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -1353185.250000 Penalty: 4507.004395 Iteration 6Q: 3 clusters Score -1353185 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -1353311.625000 Penalty: 4507.004395 Iteration 7Q: 3 clusters Score -1353312 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -1353373.625000 Penalty: 4507.004395 Iteration 8Q: 3 clusters Score -1353374 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -1353414.500000 Penalty: 4507.004395 Iteration 9Q: 3 clusters Score -1353414 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -1353445.875000 Penalty: 4507.004395 Iteration 10Q: 3 clusters Score -1353446 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -1353472.125000 Penalty: 4507.004395 Iteration 11Q: 3 clusters Score -1353472 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -1353490.750000 Penalty: 4507.004395 Iteration 12Q: 3 clusters Score -1353491 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -1353510.125000 Penalty: 4507.004395 Iteration 13Q: 3 clusters Score -1353510 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -1353518.625000 Penalty: 4507.004395 Iteration 14Q: 3 clusters Score -1353519 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -1353522.000000 Penalty: 4507.004395 Iteration 15Q: 3 clusters Score -1353522 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -1353534.750000 Penalty: 4507.004395 Iteration 16Q: 3 clusters Score -1353535 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1353540.625000 Penalty: 4507.004395 Iteration 17Q: 3 clusters Score -1353541 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -1353552.375000 Penalty: 4507.004395 Iteration 18Q: 3 clusters Score -1353552 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1353560.500000 Penalty: 4507.004395 Iteration 19Q: 3 clusters Score -1353560 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -1353575.625000 Penalty: 4507.004395 Iteration 20F: 3 clusters Score -1353576 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -1353577.125000 Penalty: 4507.004395 Iteration 21Q: 3 clusters Score -1353577 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -1353588.875000 Penalty: 4507.004395 Iteration 22Q: 3 clusters Score -1353589 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -1353593.875000 Penalty: 4507.004395 Iteration 23Q: 3 clusters Score -1353594 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -1353603.500000 Penalty: 4507.004395 Iteration 24Q: 3 clusters Score -1353604 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -1353604.125000 Penalty: 4507.004395 Iteration 25Q: 3 clusters Score -1353604 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -1353606.500000 Penalty: 4507.004395 Iteration 26Q: 3 clusters Score -1353606 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -1353613.500000 Penalty: 4507.004395 Iteration 27Q: 3 clusters Score -1353614 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -1353619.750000 Penalty: 4507.004395 Iteration 28Q: 3 clusters Score -1353620 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -1353625.750000 Penalty: 4507.004395 Iteration 29Q: 3 clusters Score -1353626 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -1353623.375000 Penalty: 4507.004395 Iteration 30Q: 3 clusters Score -1353623 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -1353631.875000 Penalty: 4507.004395 Iteration 31Q: 3 clusters Score -1353632 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -1353631.500000 Penalty: 4507.004395 Iteration 32Q: 3 clusters Score -1353632 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -1353634.875000 Penalty: 4507.004395 Iteration 33Q: 3 clusters Score -1353635 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -1353637.500000 Penalty: 4507.004395 Iteration 34Q: 3 clusters Score -1353638 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -1353636.750000 Penalty: 4507.004395 Iteration 35Q: 3 clusters Score -1353637 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -1353637.625000 Penalty: 4507.004395 Iteration 36Q: 3 clusters Score -1353638 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -1353644.000000 Penalty: 4507.004395 Iteration 37Q: 3 clusters Score -1353644 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -1353645.875000 Penalty: 4507.004395 Iteration 38Q: 3 clusters Score -1353646 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1353647.250000 Penalty: 4507.004395 Iteration 39Q: 3 clusters Score -1353647 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -1353645.000000 Penalty: 4507.004395 Iteration 40F: 3 clusters Score -1353645 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -1353642.250000 Penalty: 4507.004395 Iteration 41Q: 3 clusters Score -1353642 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -1353644.875000 Penalty: 4507.004395 Iteration 42Q: 3 clusters Score -1353645 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4989 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -1353647.375000 Penalty: 4507.004395 Iteration 43Q: 3 clusters Score -1353647 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -1353647.000000 Penalty: 4507.004395 Iteration 44Q: 3 clusters Score -1353647 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -1353646.750000 Penalty: 4507.004395 Iteration 45Q: 3 clusters Score -1353647 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -1353647.750000 Penalty: 4507.004395 Iteration 46Q: 3 clusters Score -1353648 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -1353649.125000 Penalty: 4507.004395 Iteration 47Q: 3 clusters Score -1353649 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -1353647.625000 Penalty: 4507.004395 Iteration 48Q: 3 clusters Score -1353648 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -1353648.750000 Penalty: 4507.004395 Iteration 49Q: 3 clusters Score -1353649 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -1353650.625000 Penalty: 4507.004395 Iteration 50Q: 3 clusters Score -1353651 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -1353651.000000 Penalty: 4507.004395 Iteration 51Q: 3 clusters Score -1353651 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -1353650.500000 Penalty: 4507.004395 Iteration 52Q: 3 clusters Score -1353650 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -1353651.750000 Penalty: 4507.004395 Iteration 53Q: 3 clusters Score -1353652 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -1353651.750000 Penalty: 4507.004395 Iteration 54F: 3 clusters Score -1353652 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10046 members Mstep: Class 2 contains 6330 members Mstep: Class 3 contains 2145 members Mstep: Class 4 contains 1519 members Mstep: Class 5 contains 3205 members Mstep: Class 6 contains 30309 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 111 members Mstep: Class 9 contains 3599 members Mstep: Class 10 contains 5197 members Mstep: Class 11 contains 5012 members Mstep: Class 12 contains 6153 members Mstep: Class 13 contains 7319 members Mstep: Class 14 contains 23987 members Mstep: Class 15 contains 26275 members Mstep: Class 16 contains 82133 members Mstep: Class 17 contains 10332 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 7320 members Mstep: Class 20 contains 72200 members Mstep: Class 21 contains 1813 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1829 members Mstep: Class 24 contains 1525 members Mstep: Class 25 contains 7696 members Mstep: Class 26 contains 7561 members Mstep: Class 27 contains 13990 members Mstep: Class 28 contains 7102 members Mstep: Class 29 contains 18621 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 71386 members Mstep: Class 32 contains 2563 members Mstep: Class 33 contains 236 members Mstep: Class 34 contains 3825 members Entering Unmasked Estep Score: -65613728.000000 Penalty: 109646.468750 Splitting cluster 11 changes total score from -65613964.000000 to -65613728.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (6153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6153 members Entering Unmasked Estep Score: -912492.125000 Penalty: 2163.724365 Iteration 0F: 2 clusters Score -912492.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -907337.562500 Penalty: 4327.448730 Iteration 0F: 3 clusters Score -907337.6 nChanged 2396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -908839.187500 Penalty: 4327.448730 Iteration 1F: 3 clusters Score -908839.2 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -909271.312500 Penalty: 4327.448730 Iteration 2F: 3 clusters Score -909271.3 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -909699.312500 Penalty: 4327.448730 Iteration 3F: 3 clusters Score -909699.3 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -910067.437500 Penalty: 4327.448730 Iteration 4F: 3 clusters Score -910067.4 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -910435.625000 Penalty: 4327.448730 Iteration 5F: 3 clusters Score -910435.6 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -910816.375000 Penalty: 4327.448730 Iteration 6F: 3 clusters Score -910816.4 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -911147.687500 Penalty: 4327.448730 Iteration 7F: 3 clusters Score -911147.7 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -911329.125000 Penalty: 4327.448730 Iteration 8Q: 3 clusters Score -911329.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -911441.562500 Penalty: 4327.448730 Iteration 9Q: 3 clusters Score -911441.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -911533.375000 Penalty: 4327.448730 Iteration 10Q: 3 clusters Score -911533.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -911602.375000 Penalty: 4327.448730 Iteration 11Q: 3 clusters Score -911602.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -911648.875000 Penalty: 4327.448730 Iteration 12Q: 3 clusters Score -911648.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -911679.812500 Penalty: 4327.448730 Iteration 13Q: 3 clusters Score -911679.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -911703.750000 Penalty: 4327.448730 Iteration 14Q: 3 clusters Score -911703.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -911721.062500 Penalty: 4327.448730 Iteration 15Q: 3 clusters Score -911721.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -911739.250000 Penalty: 4327.448730 Iteration 16Q: 3 clusters Score -911739.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -911756.500000 Penalty: 4327.448730 Iteration 17Q: 3 clusters Score -911756.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -911769.812500 Penalty: 4327.448730 Iteration 18Q: 3 clusters Score -911769.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -911774.500000 Penalty: 4327.448730 Iteration 19Q: 3 clusters Score -911774.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -911788.000000 Penalty: 4327.448730 Iteration 20F: 3 clusters Score -911788 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -911803.812500 Penalty: 4327.448730 Iteration 21Q: 3 clusters Score -911803.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -911833.687500 Penalty: 4327.448730 Iteration 22Q: 3 clusters Score -911833.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -911865.187500 Penalty: 4327.448730 Iteration 23Q: 3 clusters Score -911865.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -911906.000000 Penalty: 4327.448730 Iteration 24Q: 3 clusters Score -911906 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -911933.125000 Penalty: 4327.448730 Iteration 25Q: 3 clusters Score -911933.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -911949.625000 Penalty: 4327.448730 Iteration 26Q: 3 clusters Score -911949.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -911964.312500 Penalty: 4327.448730 Iteration 27Q: 3 clusters Score -911964.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -911974.000000 Penalty: 4327.448730 Iteration 28Q: 3 clusters Score -911974 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -911981.312500 Penalty: 4327.448730 Iteration 29Q: 3 clusters Score -911981.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -911985.062500 Penalty: 4327.448730 Iteration 30Q: 3 clusters Score -911985.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -911991.000000 Penalty: 4327.448730 Iteration 31Q: 3 clusters Score -911991 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -911996.187500 Penalty: 4327.448730 Iteration 32Q: 3 clusters Score -911996.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -912000.000000 Penalty: 4327.448730 Iteration 33Q: 3 clusters Score -912000 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -912002.000000 Penalty: 4327.448730 Iteration 34Q: 3 clusters Score -912002 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -912006.687500 Penalty: 4327.448730 Iteration 35Q: 3 clusters Score -912006.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -912009.312500 Penalty: 4327.448730 Iteration 36Q: 3 clusters Score -912009.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -912012.062500 Penalty: 4327.448730 Iteration 37Q: 3 clusters Score -912012.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -912011.437500 Penalty: 4327.448730 Iteration 38Q: 3 clusters Score -912011.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -912013.187500 Penalty: 4327.448730 Iteration 39Q: 3 clusters Score -912013.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -912015.500000 Penalty: 4327.448730 Iteration 40F: 3 clusters Score -912015.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -912018.062500 Penalty: 4327.448730 Iteration 41Q: 3 clusters Score -912018.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -912022.812500 Penalty: 4327.448730 Iteration 42Q: 3 clusters Score -912022.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -912023.437500 Penalty: 4327.448730 Iteration 43Q: 3 clusters Score -912023.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -912023.500000 Penalty: 4327.448730 Iteration 44Q: 3 clusters Score -912023.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -912023.250000 Penalty: 4327.448730 Iteration 45Q: 3 clusters Score -912023.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -912023.125000 Penalty: 4327.448730 Iteration 46Q: 3 clusters Score -912023.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -912024.375000 Penalty: 4327.448730 Iteration 47Q: 3 clusters Score -912024.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -912024.375000 Penalty: 4327.448730 Iteration 48F: 3 clusters Score -912024.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Entering Unmasked Estep Score: -987775.375000 Penalty: 2206.760742 Iteration 0F: 2 clusters Score -987775.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -981889.125000 Penalty: 4413.521484 Iteration 0F: 3 clusters Score -981889.1 nChanged 2904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -983607.312500 Penalty: 4413.521484 Iteration 1F: 3 clusters Score -983607.3 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -984078.500000 Penalty: 4413.521484 Iteration 2F: 3 clusters Score -984078.5 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -984441.625000 Penalty: 4413.521484 Iteration 3F: 3 clusters Score -984441.6 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -984736.812500 Penalty: 4413.521484 Iteration 4F: 3 clusters Score -984736.8 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -984946.750000 Penalty: 4413.521484 Iteration 5Q: 3 clusters Score -984946.8 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -985118.625000 Penalty: 4413.521484 Iteration 6Q: 3 clusters Score -985118.6 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -985246.750000 Penalty: 4413.521484 Iteration 7Q: 3 clusters Score -985246.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -985338.500000 Penalty: 4413.521484 Iteration 8Q: 3 clusters Score -985338.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -985410.500000 Penalty: 4413.521484 Iteration 9Q: 3 clusters Score -985410.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -985469.500000 Penalty: 4413.521484 Iteration 10Q: 3 clusters Score -985469.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -985541.000000 Penalty: 4413.521484 Iteration 11Q: 3 clusters Score -985541 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -985604.812500 Penalty: 4413.521484 Iteration 12Q: 3 clusters Score -985604.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -985659.687500 Penalty: 4413.521484 Iteration 13Q: 3 clusters Score -985659.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -985708.375000 Penalty: 4413.521484 Iteration 14Q: 3 clusters Score -985708.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -985754.375000 Penalty: 4413.521484 Iteration 15Q: 3 clusters Score -985754.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -985788.812500 Penalty: 4413.521484 Iteration 16Q: 3 clusters Score -985788.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -985817.500000 Penalty: 4413.521484 Iteration 17Q: 3 clusters Score -985817.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 5120 members Entering Unmasked Estep Score: -985853.312500 Penalty: 4413.521484 Iteration 18Q: 3 clusters Score -985853.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -985891.937500 Penalty: 4413.521484 Iteration 19Q: 3 clusters Score -985891.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -985921.500000 Penalty: 4413.521484 Iteration 20F: 3 clusters Score -985921.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -985949.312500 Penalty: 4413.521484 Iteration 21Q: 3 clusters Score -985949.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -985973.312500 Penalty: 4413.521484 Iteration 22Q: 3 clusters Score -985973.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -986002.125000 Penalty: 4413.521484 Iteration 23Q: 3 clusters Score -986002.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -986023.562500 Penalty: 4413.521484 Iteration 24Q: 3 clusters Score -986023.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -986046.750000 Penalty: 4413.521484 Iteration 25Q: 3 clusters Score -986046.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -986066.000000 Penalty: 4413.521484 Iteration 26Q: 3 clusters Score -986066 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -986084.187500 Penalty: 4413.521484 Iteration 27Q: 3 clusters Score -986084.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 5688 members Entering Unmasked Estep Score: -986100.875000 Penalty: 4413.521484 Iteration 28Q: 3 clusters Score -986100.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -986112.500000 Penalty: 4413.521484 Iteration 29Q: 3 clusters Score -986112.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 5749 members Entering Unmasked Estep Score: -986123.937500 Penalty: 4413.521484 Iteration 30Q: 3 clusters Score -986123.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -986136.937500 Penalty: 4413.521484 Iteration 31Q: 3 clusters Score -986136.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -986155.250000 Penalty: 4413.521484 Iteration 32Q: 3 clusters Score -986155.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -986175.250000 Penalty: 4413.521484 Iteration 33Q: 3 clusters Score -986175.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -986197.562500 Penalty: 4413.521484 Iteration 34Q: 3 clusters Score -986197.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -986212.562500 Penalty: 4413.521484 Iteration 35Q: 3 clusters Score -986212.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 5971 members Entering Unmasked Estep Score: -986235.687500 Penalty: 4413.521484 Iteration 36Q: 3 clusters Score -986235.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -986253.312500 Penalty: 4413.521484 Iteration 37Q: 3 clusters Score -986253.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 6041 members Entering Unmasked Estep Score: -986275.312500 Penalty: 4413.521484 Iteration 38Q: 3 clusters Score -986275.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 6080 members Entering Unmasked Estep Score: -986295.187500 Penalty: 4413.521484 Iteration 39Q: 3 clusters Score -986295.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 6110 members Entering Unmasked Estep Score: -986310.937500 Penalty: 4413.521484 Iteration 40F: 3 clusters Score -986310.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -986320.562500 Penalty: 4413.521484 Iteration 41Q: 3 clusters Score -986320.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -986337.500000 Penalty: 4413.521484 Iteration 42Q: 3 clusters Score -986337.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -986353.875000 Penalty: 4413.521484 Iteration 43Q: 3 clusters Score -986353.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 6211 members Entering Unmasked Estep Score: -986366.562500 Penalty: 4413.521484 Iteration 44Q: 3 clusters Score -986366.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -986379.250000 Penalty: 4413.521484 Iteration 45Q: 3 clusters Score -986379.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -986385.125000 Penalty: 4413.521484 Iteration 46Q: 3 clusters Score -986385.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -986391.437500 Penalty: 4413.521484 Iteration 47Q: 3 clusters Score -986391.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -986394.125000 Penalty: 4413.521484 Iteration 48Q: 3 clusters Score -986394.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -986395.187500 Penalty: 4413.521484 Iteration 49Q: 3 clusters Score -986395.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -986399.937500 Penalty: 4413.521484 Iteration 50Q: 3 clusters Score -986399.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -986398.062500 Penalty: 4413.521484 Iteration 51Q: 3 clusters Score -986398.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -986399.312500 Penalty: 4413.521484 Iteration 52Q: 3 clusters Score -986399.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -986399.562500 Penalty: 4413.521484 Iteration 53Q: 3 clusters Score -986399.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -986399.812500 Penalty: 4413.521484 Iteration 54Q: 3 clusters Score -986399.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -986400.875000 Penalty: 4413.521484 Iteration 55Q: 3 clusters Score -986400.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -986399.375000 Penalty: 4413.521484 Iteration 56Q: 3 clusters Score -986399.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -986399.375000 Penalty: 4413.521484 Iteration 57F: 3 clusters Score -986399.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (23987 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23987 members Entering Unmasked Estep Score: -3734670.250000 Penalty: 2501.146240 Iteration 0F: 2 clusters Score -3734670 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11980 members Mstep: Class 2 contains 12007 members Entering Unmasked Estep Score: -3718102.250000 Penalty: 5002.292480 Iteration 0F: 3 clusters Score -3718102 nChanged 10550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11674 members Mstep: Class 2 contains 12313 members Entering Unmasked Estep Score: -3723734.000000 Penalty: 5002.292480 Iteration 1F: 3 clusters Score -3723734 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11309 members Mstep: Class 2 contains 12678 members Entering Unmasked Estep Score: -3724429.500000 Penalty: 5002.292480 Iteration 2F: 3 clusters Score -3724430 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10666 members Mstep: Class 2 contains 13321 members Entering Unmasked Estep Score: -3725344.000000 Penalty: 5002.292480 Iteration 3F: 3 clusters Score -3725344 nChanged 1752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9762 members Mstep: Class 2 contains 14225 members Entering Unmasked Estep Score: -3726646.000000 Penalty: 5002.292480 Iteration 4F: 3 clusters Score -3726646 nChanged 1952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8732 members Mstep: Class 2 contains 15255 members Entering Unmasked Estep Score: -3728129.750000 Penalty: 5002.292480 Iteration 5F: 3 clusters Score -3728130 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7974 members Mstep: Class 2 contains 16013 members Entering Unmasked Estep Score: -3729263.500000 Penalty: 5002.292480 Iteration 6F: 3 clusters Score -3729264 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 16497 members Entering Unmasked Estep Score: -3730009.000000 Penalty: 5002.292480 Iteration 7F: 3 clusters Score -3730009 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 16776 members Entering Unmasked Estep Score: -3730412.000000 Penalty: 5002.292480 Iteration 8Q: 3 clusters Score -3730412 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7061 members Mstep: Class 2 contains 16926 members Entering Unmasked Estep Score: -3730649.500000 Penalty: 5002.292480 Iteration 9Q: 3 clusters Score -3730650 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 16997 members Entering Unmasked Estep Score: -3730764.000000 Penalty: 5002.292480 Iteration 10Q: 3 clusters Score -3730764 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6953 members Mstep: Class 2 contains 17034 members Entering Unmasked Estep Score: -3730841.750000 Penalty: 5002.292480 Iteration 11Q: 3 clusters Score -3730842 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 17033 members Entering Unmasked Estep Score: -3730899.750000 Penalty: 5002.292480 Iteration 12Q: 3 clusters Score -3730900 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6950 members Mstep: Class 2 contains 17037 members Entering Unmasked Estep Score: -3730921.250000 Penalty: 5002.292480 Iteration 13Q: 3 clusters Score -3730921 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 17040 members Entering Unmasked Estep Score: -3730935.250000 Penalty: 5002.292480 Iteration 14Q: 3 clusters Score -3730935 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 17049 members Entering Unmasked Estep Score: -3730945.000000 Penalty: 5002.292480 Iteration 15Q: 3 clusters Score -3730945 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 17055 members Entering Unmasked Estep Score: -3730953.250000 Penalty: 5002.292480 Iteration 16Q: 3 clusters Score -3730953 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6925 members Mstep: Class 2 contains 17062 members Entering Unmasked Estep Score: -3730960.000000 Penalty: 5002.292480 Iteration 17Q: 3 clusters Score -3730960 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 17066 members Entering Unmasked Estep Score: -3730959.000000 Penalty: 5002.292480 Iteration 18Q: 3 clusters Score -3730959 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 17068 members Entering Unmasked Estep Score: -3730959.500000 Penalty: 5002.292480 Iteration 19Q: 3 clusters Score -3730960 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6917 members Mstep: Class 2 contains 17070 members Entering Unmasked Estep Score: -3730953.500000 Penalty: 5002.292480 Iteration 20F: 3 clusters Score -3730954 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6913 members Mstep: Class 2 contains 17074 members Entering Unmasked Estep Score: -3730953.000000 Penalty: 5002.292480 Iteration 21Q: 3 clusters Score -3730953 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 17080 members Entering Unmasked Estep Score: -3730949.500000 Penalty: 5002.292480 Iteration 22Q: 3 clusters Score -3730950 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 17086 members Entering Unmasked Estep Score: -3730953.750000 Penalty: 5002.292480 Iteration 23Q: 3 clusters Score -3730954 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6898 members Mstep: Class 2 contains 17089 members Entering Unmasked Estep Score: -3730955.000000 Penalty: 5002.292480 Iteration 24Q: 3 clusters Score -3730955 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 17088 members Entering Unmasked Estep Score: -3730954.000000 Penalty: 5002.292480 Iteration 25Q: 3 clusters Score -3730954 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6898 members Mstep: Class 2 contains 17089 members Entering Unmasked Estep Score: -3730952.500000 Penalty: 5002.292480 Iteration 26Q: 3 clusters Score -3730952 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6897 members Mstep: Class 2 contains 17090 members Entering Unmasked Estep Score: -3730958.750000 Penalty: 5002.292480 Iteration 27Q: 3 clusters Score -3730959 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6893 members Mstep: Class 2 contains 17094 members Entering Unmasked Estep Score: -3730964.000000 Penalty: 5002.292480 Iteration 28Q: 3 clusters Score -3730964 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6884 members Mstep: Class 2 contains 17103 members Entering Unmasked Estep Score: -3730964.500000 Penalty: 5002.292480 Iteration 29Q: 3 clusters Score -3730964 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 17109 members Entering Unmasked Estep Score: -3730960.500000 Penalty: 5002.292480 Iteration 30Q: 3 clusters Score -3730960 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 17109 members Entering Unmasked Estep Score: -3730957.000000 Penalty: 5002.292480 Iteration 31Q: 3 clusters Score -3730957 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 17110 members Entering Unmasked Estep Score: -3730954.250000 Penalty: 5002.292480 Iteration 32Q: 3 clusters Score -3730954 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6875 members Mstep: Class 2 contains 17112 members Entering Unmasked Estep Score: -3730959.500000 Penalty: 5002.292480 Iteration 33Q: 3 clusters Score -3730960 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 17110 members Entering Unmasked Estep Score: -3730962.500000 Penalty: 5002.292480 Iteration 34Q: 3 clusters Score -3730962 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 17111 members Entering Unmasked Estep Score: -3730963.250000 Penalty: 5002.292480 Iteration 35Q: 3 clusters Score -3730963 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6875 members Mstep: Class 2 contains 17112 members Entering Unmasked Estep Score: -3730962.750000 Penalty: 5002.292480 Iteration 36Q: 3 clusters Score -3730963 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6874 members Mstep: Class 2 contains 17113 members Entering Unmasked Estep Score: -3730962.250000 Penalty: 5002.292480 Iteration 37Q: 3 clusters Score -3730962 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6873 members Mstep: Class 2 contains 17114 members Entering Unmasked Estep Score: -3730962.750000 Penalty: 5002.292480 Iteration 38Q: 3 clusters Score -3730963 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6872 members Mstep: Class 2 contains 17115 members Entering Unmasked Estep Score: -3730962.500000 Penalty: 5002.292480 Iteration 39Q: 3 clusters Score -3730962 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6872 members Mstep: Class 2 contains 17115 members Entering Unmasked Estep Score: -3730962.500000 Penalty: 5002.292480 Iteration 40F: 3 clusters Score -3730962 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (26275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26275 members Entering Unmasked Estep Score: -4059733.250000 Penalty: 2523.740723 Iteration 0F: 2 clusters Score -4059733 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13051 members Mstep: Class 2 contains 13224 members Entering Unmasked Estep Score: -4041482.000000 Penalty: 5047.481445 Iteration 0F: 3 clusters Score -4041482 nChanged 11838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12407 members Mstep: Class 2 contains 13868 members Entering Unmasked Estep Score: -4048163.500000 Penalty: 5047.481445 Iteration 1F: 3 clusters Score -4048164 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11933 members Mstep: Class 2 contains 14342 members Entering Unmasked Estep Score: -4048821.500000 Penalty: 5047.481445 Iteration 2F: 3 clusters Score -4048822 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11323 members Mstep: Class 2 contains 14952 members Entering Unmasked Estep Score: -4049571.750000 Penalty: 5047.481445 Iteration 3F: 3 clusters Score -4049572 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10636 members Mstep: Class 2 contains 15639 members Entering Unmasked Estep Score: -4050342.500000 Penalty: 5047.481445 Iteration 4F: 3 clusters Score -4050342 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9907 members Mstep: Class 2 contains 16368 members Entering Unmasked Estep Score: -4051172.750000 Penalty: 5047.481445 Iteration 5F: 3 clusters Score -4051173 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9151 members Mstep: Class 2 contains 17124 members Entering Unmasked Estep Score: -4052117.250000 Penalty: 5047.481445 Iteration 6F: 3 clusters Score -4052117 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Mstep: Class 2 contains 17803 members Entering Unmasked Estep Score: -4053053.000000 Penalty: 5047.481445 Iteration 7F: 3 clusters Score -4053053 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 18458 members Entering Unmasked Estep Score: -4053890.250000 Penalty: 5047.481445 Iteration 8Q: 3 clusters Score -4053890 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 18961 members Entering Unmasked Estep Score: -4054453.500000 Penalty: 5047.481445 Iteration 9Q: 3 clusters Score -4054454 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 19392 members Entering Unmasked Estep Score: -4054853.250000 Penalty: 5047.481445 Iteration 10Q: 3 clusters Score -4054853 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 19789 members Entering Unmasked Estep Score: -4055125.000000 Penalty: 5047.481445 Iteration 11Q: 3 clusters Score -4055125 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6120 members Mstep: Class 2 contains 20155 members Entering Unmasked Estep Score: -4055380.500000 Penalty: 5047.481445 Iteration 12Q: 3 clusters Score -4055380 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 20519 members Entering Unmasked Estep Score: -4055577.000000 Penalty: 5047.481445 Iteration 13Q: 3 clusters Score -4055577 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 20871 members Entering Unmasked Estep Score: -4055755.250000 Penalty: 5047.481445 Iteration 14Q: 3 clusters Score -4055755 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 21187 members Entering Unmasked Estep Score: -4055926.000000 Penalty: 5047.481445 Iteration 15Q: 3 clusters Score -4055926 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 21496 members Entering Unmasked Estep Score: -4056098.500000 Penalty: 5047.481445 Iteration 16Q: 3 clusters Score -4056098 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 21773 members Entering Unmasked Estep Score: -4056266.250000 Penalty: 5047.481445 Iteration 17Q: 3 clusters Score -4056266 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 22022 members Entering Unmasked Estep Score: -4056413.000000 Penalty: 5047.481445 Iteration 18Q: 3 clusters Score -4056413 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 22265 members Entering Unmasked Estep Score: -4056582.250000 Penalty: 5047.481445 Iteration 19Q: 3 clusters Score -4056582 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 22482 members Entering Unmasked Estep Score: -4056709.500000 Penalty: 5047.481445 Iteration 20F: 3 clusters Score -4056710 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 22692 members Entering Unmasked Estep Score: -4056845.250000 Penalty: 5047.481445 Iteration 21Q: 3 clusters Score -4056845 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 22868 members Entering Unmasked Estep Score: -4056947.250000 Penalty: 5047.481445 Iteration 22Q: 3 clusters Score -4056947 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 23043 members Entering Unmasked Estep Score: -4057028.500000 Penalty: 5047.481445 Iteration 23Q: 3 clusters Score -4057028 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 23176 members Entering Unmasked Estep Score: -4057069.750000 Penalty: 5047.481445 Iteration 24Q: 3 clusters Score -4057070 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 23293 members Entering Unmasked Estep Score: -4057121.750000 Penalty: 5047.481445 Iteration 25Q: 3 clusters Score -4057122 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 23376 members Entering Unmasked Estep Score: -4057140.500000 Penalty: 5047.481445 Iteration 26Q: 3 clusters Score -4057140 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 23436 members Entering Unmasked Estep Score: -4057145.500000 Penalty: 5047.481445 Iteration 27Q: 3 clusters Score -4057146 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 23485 members Entering Unmasked Estep Score: -4057159.250000 Penalty: 5047.481445 Iteration 28Q: 3 clusters Score -4057159 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 23534 members Entering Unmasked Estep Score: -4057172.750000 Penalty: 5047.481445 Iteration 29Q: 3 clusters Score -4057173 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 23586 members Entering Unmasked Estep Score: -4057189.250000 Penalty: 5047.481445 Iteration 30Q: 3 clusters Score -4057189 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 23631 members Entering Unmasked Estep Score: -4057209.250000 Penalty: 5047.481445 Iteration 31Q: 3 clusters Score -4057209 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 23673 members Entering Unmasked Estep Score: -4057215.750000 Penalty: 5047.481445 Iteration 32Q: 3 clusters Score -4057216 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 23698 members Entering Unmasked Estep Score: -4057225.750000 Penalty: 5047.481445 Iteration 33Q: 3 clusters Score -4057226 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 23726 members Entering Unmasked Estep Score: -4057229.500000 Penalty: 5047.481445 Iteration 34Q: 3 clusters Score -4057230 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 23754 members Entering Unmasked Estep Score: -4057235.500000 Penalty: 5047.481445 Iteration 35Q: 3 clusters Score -4057236 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 23778 members Entering Unmasked Estep Score: -4057248.500000 Penalty: 5047.481445 Iteration 36Q: 3 clusters Score -4057248 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 23796 members Entering Unmasked Estep Score: -4057249.500000 Penalty: 5047.481445 Iteration 37Q: 3 clusters Score -4057250 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 23811 members Entering Unmasked Estep Score: -4057249.000000 Penalty: 5047.481445 Iteration 38Q: 3 clusters Score -4057249 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 23824 members Entering Unmasked Estep Score: -4057255.500000 Penalty: 5047.481445 Iteration 39Q: 3 clusters Score -4057256 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 23842 members Entering Unmasked Estep Score: -4057258.000000 Penalty: 5047.481445 Iteration 40F: 3 clusters Score -4057258 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 23859 members Entering Unmasked Estep Score: -4057259.500000 Penalty: 5047.481445 Iteration 41Q: 3 clusters Score -4057260 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 23873 members Entering Unmasked Estep Score: -4057251.000000 Penalty: 5047.481445 Iteration 42Q: 3 clusters Score -4057251 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 23888 members Entering Unmasked Estep Score: -4057262.000000 Penalty: 5047.481445 Iteration 43Q: 3 clusters Score -4057262 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 23897 members Entering Unmasked Estep Score: -4057258.500000 Penalty: 5047.481445 Iteration 44Q: 3 clusters Score -4057258 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 23903 members Entering Unmasked Estep Score: -4057260.000000 Penalty: 5047.481445 Iteration 45Q: 3 clusters Score -4057260 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 23910 members Entering Unmasked Estep Score: -4057259.250000 Penalty: 5047.481445 Iteration 46Q: 3 clusters Score -4057259 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 23919 members Entering Unmasked Estep Score: -4057265.500000 Penalty: 5047.481445 Iteration 47Q: 3 clusters Score -4057266 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 23926 members Entering Unmasked Estep Score: -4057269.000000 Penalty: 5047.481445 Iteration 48Q: 3 clusters Score -4057269 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 23934 members Entering Unmasked Estep Score: -4057270.000000 Penalty: 5047.481445 Iteration 49Q: 3 clusters Score -4057270 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 23948 members Entering Unmasked Estep Score: -4057275.000000 Penalty: 5047.481445 Iteration 50Q: 3 clusters Score -4057275 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 23965 members Entering Unmasked Estep Score: -4057273.000000 Penalty: 5047.481445 Iteration 51Q: 3 clusters Score -4057273 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 23979 members Entering Unmasked Estep Score: -4057266.250000 Penalty: 5047.481445 Iteration 52Q: 3 clusters Score -4057266 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 23996 members Entering Unmasked Estep Score: -4057276.250000 Penalty: 5047.481445 Iteration 53Q: 3 clusters Score -4057276 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 24011 members Entering Unmasked Estep Score: -4057278.750000 Penalty: 5047.481445 Iteration 54Q: 3 clusters Score -4057279 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 24025 members Entering Unmasked Estep Score: -4057278.250000 Penalty: 5047.481445 Iteration 55Q: 3 clusters Score -4057278 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 24035 members Entering Unmasked Estep Score: -4057274.750000 Penalty: 5047.481445 Iteration 56Q: 3 clusters Score -4057275 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 24045 members Entering Unmasked Estep Score: -4057283.750000 Penalty: 5047.481445 Iteration 57Q: 3 clusters Score -4057284 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 24055 members Entering Unmasked Estep Score: -4057285.250000 Penalty: 5047.481445 Iteration 58Q: 3 clusters Score -4057285 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 24066 members Entering Unmasked Estep Score: -4057282.750000 Penalty: 5047.481445 Iteration 59Q: 3 clusters Score -4057283 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 24077 members Entering Unmasked Estep Score: -4057285.250000 Penalty: 5047.481445 Iteration 60F: 3 clusters Score -4057285 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 24085 members Entering Unmasked Estep Score: -4057285.250000 Penalty: 5047.481445 Iteration 61Q: 3 clusters Score -4057285 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 24090 members Entering Unmasked Estep Score: -4057287.250000 Penalty: 5047.481445 Iteration 62Q: 3 clusters Score -4057287 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 24096 members Entering Unmasked Estep Score: -4057295.750000 Penalty: 5047.481445 Iteration 63Q: 3 clusters Score -4057296 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 24100 members Entering Unmasked Estep Score: -4057298.000000 Penalty: 5047.481445 Iteration 64Q: 3 clusters Score -4057298 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 24105 members Entering Unmasked Estep Score: -4057296.750000 Penalty: 5047.481445 Iteration 65Q: 3 clusters Score -4057297 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 24110 members Entering Unmasked Estep Score: -4057297.000000 Penalty: 5047.481445 Iteration 66Q: 3 clusters Score -4057297 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 24116 members Entering Unmasked Estep Score: -4057296.750000 Penalty: 5047.481445 Iteration 67Q: 3 clusters Score -4057297 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 24121 members Entering Unmasked Estep Score: -4057291.750000 Penalty: 5047.481445 Iteration 68Q: 3 clusters Score -4057292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 24126 members Entering Unmasked Estep Score: -4057292.250000 Penalty: 5047.481445 Iteration 69Q: 3 clusters Score -4057292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 24131 members Entering Unmasked Estep Score: -4057294.000000 Penalty: 5047.481445 Iteration 70Q: 3 clusters Score -4057294 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 24137 members Entering Unmasked Estep Score: -4057292.000000 Penalty: 5047.481445 Iteration 71Q: 3 clusters Score -4057292 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 24140 members Entering Unmasked Estep Score: -4057293.250000 Penalty: 5047.481445 Iteration 72Q: 3 clusters Score -4057293 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 24142 members Entering Unmasked Estep Score: -4057300.500000 Penalty: 5047.481445 Iteration 73Q: 3 clusters Score -4057300 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 24146 members Entering Unmasked Estep Score: -4057301.000000 Penalty: 5047.481445 Iteration 74Q: 3 clusters Score -4057301 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 24148 members Entering Unmasked Estep Score: -4057302.500000 Penalty: 5047.481445 Iteration 75Q: 3 clusters Score -4057302 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 24151 members Entering Unmasked Estep Score: -4057298.500000 Penalty: 5047.481445 Iteration 76Q: 3 clusters Score -4057298 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 24156 members Entering Unmasked Estep Score: -4057293.250000 Penalty: 5047.481445 Iteration 77Q: 3 clusters Score -4057293 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 24159 members Entering Unmasked Estep Score: -4057291.500000 Penalty: 5047.481445 Iteration 78Q: 3 clusters Score -4057292 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 24163 members Entering Unmasked Estep Score: -4057293.250000 Penalty: 5047.481445 Iteration 79Q: 3 clusters Score -4057293 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 24166 members Entering Unmasked Estep Score: -4057292.750000 Penalty: 5047.481445 Iteration 80F: 3 clusters Score -4057293 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 24168 members Entering Unmasked Estep Score: -4057298.250000 Penalty: 5047.481445 Iteration 81Q: 3 clusters Score -4057298 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 24176 members Entering Unmasked Estep Score: -4057299.500000 Penalty: 5047.481445 Iteration 82Q: 3 clusters Score -4057300 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 24186 members Entering Unmasked Estep Score: -4057304.750000 Penalty: 5047.481445 Iteration 83Q: 3 clusters Score -4057305 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 24201 members Entering Unmasked Estep Score: -4057300.750000 Penalty: 5047.481445 Iteration 84Q: 3 clusters Score -4057301 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 24217 members Entering Unmasked Estep Score: -4057308.250000 Penalty: 5047.481445 Iteration 85Q: 3 clusters Score -4057308 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 24232 members Entering Unmasked Estep Score: -4057305.000000 Penalty: 5047.481445 Iteration 86Q: 3 clusters Score -4057305 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 24252 members Entering Unmasked Estep Score: -4057313.750000 Penalty: 5047.481445 Iteration 87Q: 3 clusters Score -4057314 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 24268 members Entering Unmasked Estep Score: -4057317.500000 Penalty: 5047.481445 Iteration 88Q: 3 clusters Score -4057318 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 24282 members Entering Unmasked Estep Score: -4057320.250000 Penalty: 5047.481445 Iteration 89Q: 3 clusters Score -4057320 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 24295 members Entering Unmasked Estep Score: -4057326.250000 Penalty: 5047.481445 Iteration 90Q: 3 clusters Score -4057326 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 24310 members Entering Unmasked Estep Score: -4057333.250000 Penalty: 5047.481445 Iteration 91Q: 3 clusters Score -4057333 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 24321 members Entering Unmasked Estep Score: -4057340.000000 Penalty: 5047.481445 Iteration 92Q: 3 clusters Score -4057340 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 24326 members Entering Unmasked Estep Score: -4057330.750000 Penalty: 5047.481445 Iteration 93Q: 3 clusters Score -4057331 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 24330 members Entering Unmasked Estep Score: -4057331.750000 Penalty: 5047.481445 Iteration 94Q: 3 clusters Score -4057332 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 24337 members Entering Unmasked Estep Score: -4057335.750000 Penalty: 5047.481445 Iteration 95Q: 3 clusters Score -4057336 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 24342 members Entering Unmasked Estep Score: -4057342.750000 Penalty: 5047.481445 Iteration 96Q: 3 clusters Score -4057343 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 24349 members Entering Unmasked Estep Score: -4057351.250000 Penalty: 5047.481445 Iteration 97Q: 3 clusters Score -4057351 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 24358 members Entering Unmasked Estep Score: -4057349.250000 Penalty: 5047.481445 Iteration 98Q: 3 clusters Score -4057349 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 24363 members Entering Unmasked Estep Score: -4057350.250000 Penalty: 5047.481445 Iteration 99Q: 3 clusters Score -4057350 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 24367 members Entering Unmasked Estep Score: -4057352.500000 Penalty: 5047.481445 Iteration 100F: 3 clusters Score -4057352 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 24374 members Entering Unmasked Estep Score: -4057356.500000 Penalty: 5047.481445 Iteration 101Q: 3 clusters Score -4057356 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 24380 members Entering Unmasked Estep Score: -4057357.500000 Penalty: 5047.481445 Iteration 102Q: 3 clusters Score -4057358 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 24384 members Entering Unmasked Estep Score: -4057364.250000 Penalty: 5047.481445 Iteration 103Q: 3 clusters Score -4057364 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 24390 members Entering Unmasked Estep Score: -4057361.250000 Penalty: 5047.481445 Iteration 104Q: 3 clusters Score -4057361 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 24395 members Entering Unmasked Estep Score: -4057361.000000 Penalty: 5047.481445 Iteration 105Q: 3 clusters Score -4057361 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 24401 members Entering Unmasked Estep Score: -4057364.000000 Penalty: 5047.481445 Iteration 106Q: 3 clusters Score -4057364 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 24407 members Entering Unmasked Estep Score: -4057362.250000 Penalty: 5047.481445 Iteration 107Q: 3 clusters Score -4057362 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 24413 members Entering Unmasked Estep Score: -4057360.000000 Penalty: 5047.481445 Iteration 108Q: 3 clusters Score -4057360 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 24422 members Entering Unmasked Estep Score: -4057365.250000 Penalty: 5047.481445 Iteration 109Q: 3 clusters Score -4057365 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 24429 members Entering Unmasked Estep Score: -4057369.000000 Penalty: 5047.481445 Iteration 110Q: 3 clusters Score -4057369 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 24436 members Entering Unmasked Estep Score: -4057362.750000 Penalty: 5047.481445 Iteration 111Q: 3 clusters Score -4057363 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 24439 members Entering Unmasked Estep Score: -4057369.250000 Penalty: 5047.481445 Iteration 112Q: 3 clusters Score -4057369 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 24442 members Entering Unmasked Estep Score: -4057369.000000 Penalty: 5047.481445 Iteration 113Q: 3 clusters Score -4057369 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 24444 members Entering Unmasked Estep Score: -4057368.750000 Penalty: 5047.481445 Iteration 114Q: 3 clusters Score -4057369 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 24447 members Entering Unmasked Estep Score: -4057365.250000 Penalty: 5047.481445 Iteration 115Q: 3 clusters Score -4057365 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 24451 members Entering Unmasked Estep Score: -4057365.500000 Penalty: 5047.481445 Iteration 116Q: 3 clusters Score -4057366 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 24453 members Entering Unmasked Estep Score: -4057369.500000 Penalty: 5047.481445 Iteration 117Q: 3 clusters Score -4057370 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 24455 members Entering Unmasked Estep Score: -4057367.750000 Penalty: 5047.481445 Iteration 118Q: 3 clusters Score -4057368 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 24462 members Entering Unmasked Estep Score: -4057368.500000 Penalty: 5047.481445 Iteration 119Q: 3 clusters Score -4057368 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 24469 members Entering Unmasked Estep Score: -4057366.500000 Penalty: 5047.481445 Iteration 120F: 3 clusters Score -4057366 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 24475 members Entering Unmasked Estep Score: -4057365.250000 Penalty: 5047.481445 Iteration 121Q: 3 clusters Score -4057365 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 24480 members Entering Unmasked Estep Score: -4057364.750000 Penalty: 5047.481445 Iteration 122Q: 3 clusters Score -4057365 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 24484 members Entering Unmasked Estep Score: -4057368.500000 Penalty: 5047.481445 Iteration 123Q: 3 clusters Score -4057368 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 24490 members Entering Unmasked Estep Score: -4057373.250000 Penalty: 5047.481445 Iteration 124Q: 3 clusters Score -4057373 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 24495 members Entering Unmasked Estep Score: -4057374.250000 Penalty: 5047.481445 Iteration 125Q: 3 clusters Score -4057374 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 24500 members Entering Unmasked Estep Score: -4057375.500000 Penalty: 5047.481445 Iteration 126Q: 3 clusters Score -4057376 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 24505 members Entering Unmasked Estep Score: -4057376.500000 Penalty: 5047.481445 Iteration 127Q: 3 clusters Score -4057376 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 24509 members Entering Unmasked Estep Score: -4057376.250000 Penalty: 5047.481445 Iteration 128Q: 3 clusters Score -4057376 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 24511 members Entering Unmasked Estep Score: -4057376.000000 Penalty: 5047.481445 Iteration 129Q: 3 clusters Score -4057376 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 24514 members Entering Unmasked Estep Score: -4057379.250000 Penalty: 5047.481445 Iteration 130Q: 3 clusters Score -4057379 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 24515 members Entering Unmasked Estep Score: -4057380.750000 Penalty: 5047.481445 Iteration 131Q: 3 clusters Score -4057381 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 24515 members Entering Unmasked Estep Score: -4057380.750000 Penalty: 5047.481445 Iteration 132F: 3 clusters Score -4057381 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (82133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82133 members Entering Unmasked Estep Score: -12037288.000000 Penalty: 2806.391602 Iteration 0F: 2 clusters Score -1.203729e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41131 members Mstep: Class 2 contains 41002 members Entering Unmasked Estep Score: -11982380.000000 Penalty: 5612.783203 Iteration 0F: 3 clusters Score -1.198238e+07 nChanged 38651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41772 members Mstep: Class 2 contains 40361 members Entering Unmasked Estep Score: -12004782.000000 Penalty: 5612.783203 Iteration 1F: 3 clusters Score -1.200478e+07 nChanged 3669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42513 members Mstep: Class 2 contains 39620 members Entering Unmasked Estep Score: -12006255.000000 Penalty: 5612.783203 Iteration 2Q: 3 clusters Score -1.200626e+07 nChanged 4051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43718 members Mstep: Class 2 contains 38415 members Entering Unmasked Estep Score: -12008008.000000 Penalty: 5612.783203 Iteration 3Q: 3 clusters Score -1.200801e+07 nChanged 4412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45404 members Mstep: Class 2 contains 36729 members Entering Unmasked Estep Score: -12010131.000000 Penalty: 5612.783203 Iteration 4F: 3 clusters Score -1.201013e+07 nChanged 4922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47750 members Mstep: Class 2 contains 34383 members Entering Unmasked Estep Score: -12012763.000000 Penalty: 5612.783203 Iteration 5F: 3 clusters Score -1.201276e+07 nChanged 5126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50622 members Mstep: Class 2 contains 31511 members Entering Unmasked Estep Score: -12015830.000000 Penalty: 5612.783203 Iteration 6F: 3 clusters Score -1.201583e+07 nChanged 4970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53860 members Mstep: Class 2 contains 28273 members Entering Unmasked Estep Score: -12019085.000000 Penalty: 5612.783203 Iteration 7F: 3 clusters Score -1.201908e+07 nChanged 4548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57138 members Mstep: Class 2 contains 24995 members Entering Unmasked Estep Score: -12022146.000000 Penalty: 5612.783203 Iteration 8F: 3 clusters Score -1.202215e+07 nChanged 4004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60350 members Mstep: Class 2 contains 21783 members Entering Unmasked Estep Score: -12024711.000000 Penalty: 5612.783203 Iteration 9Q: 3 clusters Score -1.202471e+07 nChanged 3271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63177 members Mstep: Class 2 contains 18956 members Entering Unmasked Estep Score: -12026776.000000 Penalty: 5612.783203 Iteration 10Q: 3 clusters Score -1.202678e+07 nChanged 2691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65704 members Mstep: Class 2 contains 16429 members Entering Unmasked Estep Score: -12028380.000000 Penalty: 5612.783203 Iteration 11Q: 3 clusters Score -1.202838e+07 nChanged 2315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67963 members Mstep: Class 2 contains 14170 members Entering Unmasked Estep Score: -12029741.000000 Penalty: 5612.783203 Iteration 12Q: 3 clusters Score -1.202974e+07 nChanged 2069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70022 members Mstep: Class 2 contains 12111 members Entering Unmasked Estep Score: -12030915.000000 Penalty: 5612.783203 Iteration 13Q: 3 clusters Score -1.203092e+07 nChanged 1855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71867 members Mstep: Class 2 contains 10266 members Entering Unmasked Estep Score: -12031875.000000 Penalty: 5612.783203 Iteration 14Q: 3 clusters Score -1.203188e+07 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73486 members Mstep: Class 2 contains 8647 members Entering Unmasked Estep Score: -12032697.000000 Penalty: 5612.783203 Iteration 15Q: 3 clusters Score -1.20327e+07 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74900 members Mstep: Class 2 contains 7233 members Entering Unmasked Estep Score: -12033474.000000 Penalty: 5612.783203 Iteration 16Q: 3 clusters Score -1.203347e+07 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76018 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -12034073.000000 Penalty: 5612.783203 Iteration 17Q: 3 clusters Score -1.203407e+07 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76882 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -12034510.000000 Penalty: 5612.783203 Iteration 18Q: 3 clusters Score -1.203451e+07 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77592 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -12034846.000000 Penalty: 5612.783203 Iteration 19Q: 3 clusters Score -1.203485e+07 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78134 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -12035102.000000 Penalty: 5612.783203 Iteration 20F: 3 clusters Score -1.20351e+07 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78562 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -12035287.000000 Penalty: 5612.783203 Iteration 21Q: 3 clusters Score -1.203529e+07 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78913 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -12035475.000000 Penalty: 5612.783203 Iteration 22Q: 3 clusters Score -1.203548e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79150 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -12035592.000000 Penalty: 5612.783203 Iteration 23Q: 3 clusters Score -1.203559e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79338 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -12035681.000000 Penalty: 5612.783203 Iteration 24Q: 3 clusters Score -1.203568e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79501 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -12035803.000000 Penalty: 5612.783203 Iteration 25Q: 3 clusters Score -1.20358e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79623 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -12035872.000000 Penalty: 5612.783203 Iteration 26Q: 3 clusters Score -1.203587e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79723 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -12035940.000000 Penalty: 5612.783203 Iteration 27Q: 3 clusters Score -1.203594e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79818 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -12035989.000000 Penalty: 5612.783203 Iteration 28Q: 3 clusters Score -1.203599e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79894 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -12036026.000000 Penalty: 5612.783203 Iteration 29Q: 3 clusters Score -1.203603e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79950 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -12036041.000000 Penalty: 5612.783203 Iteration 30Q: 3 clusters Score -1.203604e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79993 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -12036061.000000 Penalty: 5612.783203 Iteration 31Q: 3 clusters Score -1.203606e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80032 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -12036066.000000 Penalty: 5612.783203 Iteration 32Q: 3 clusters Score -1.203607e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80062 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -12036074.000000 Penalty: 5612.783203 Iteration 33Q: 3 clusters Score -1.203607e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80086 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -12036068.000000 Penalty: 5612.783203 Iteration 34Q: 3 clusters Score -1.203607e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80102 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -12036066.000000 Penalty: 5612.783203 Iteration 35Q: 3 clusters Score -1.203607e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80115 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -12036090.000000 Penalty: 5612.783203 Iteration 36Q: 3 clusters Score -1.203609e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80126 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -12036095.000000 Penalty: 5612.783203 Iteration 37Q: 3 clusters Score -1.20361e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80133 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -12036090.000000 Penalty: 5612.783203 Iteration 38Q: 3 clusters Score -1.203609e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80137 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -12036095.000000 Penalty: 5612.783203 Iteration 39Q: 3 clusters Score -1.20361e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80138 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -12036090.000000 Penalty: 5612.783203 Iteration 40F: 3 clusters Score -1.203609e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80147 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -12036092.000000 Penalty: 5612.783203 Iteration 41Q: 3 clusters Score -1.203609e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80148 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -12036085.000000 Penalty: 5612.783203 Iteration 42Q: 3 clusters Score -1.203608e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80150 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -12036095.000000 Penalty: 5612.783203 Iteration 43Q: 3 clusters Score -1.20361e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80155 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -12036088.000000 Penalty: 5612.783203 Iteration 44Q: 3 clusters Score -1.203609e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80161 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -12036102.000000 Penalty: 5612.783203 Iteration 45Q: 3 clusters Score -1.20361e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80163 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -12036100.000000 Penalty: 5612.783203 Iteration 46Q: 3 clusters Score -1.20361e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80167 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -12036098.000000 Penalty: 5612.783203 Iteration 47Q: 3 clusters Score -1.20361e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80168 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -12036094.000000 Penalty: 5612.783203 Iteration 48Q: 3 clusters Score -1.203609e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80166 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -12036090.000000 Penalty: 5612.783203 Iteration 49Q: 3 clusters Score -1.203609e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80167 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -12036088.000000 Penalty: 5612.783203 Iteration 50Q: 3 clusters Score -1.203609e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80168 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -12036090.000000 Penalty: 5612.783203 Iteration 51Q: 3 clusters Score -1.203609e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80169 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -12036096.000000 Penalty: 5612.783203 Iteration 52Q: 3 clusters Score -1.20361e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80169 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -12036096.000000 Penalty: 5612.783203 Iteration 53F: 3 clusters Score -1.20361e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (10332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10332 members Entering Unmasked Estep Score: -1590733.750000 Penalty: 2292.264160 Iteration 0F: 2 clusters Score -1590734 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -1582860.750000 Penalty: 4584.528320 Iteration 0F: 3 clusters Score -1582861 nChanged 4334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -1585190.875000 Penalty: 4584.528320 Iteration 1F: 3 clusters Score -1585191 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -1585499.000000 Penalty: 4584.528320 Iteration 2F: 3 clusters Score -1585499 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -1585728.875000 Penalty: 4584.528320 Iteration 3Q: 3 clusters Score -1585729 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -1585911.750000 Penalty: 4584.528320 Iteration 4Q: 3 clusters Score -1585912 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -1586089.125000 Penalty: 4584.528320 Iteration 5Q: 3 clusters Score -1586089 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 5437 members Entering Unmasked Estep Score: -1586267.500000 Penalty: 4584.528320 Iteration 6Q: 3 clusters Score -1586268 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -1586473.625000 Penalty: 4584.528320 Iteration 7Q: 3 clusters Score -1586474 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -1586744.125000 Penalty: 4584.528320 Iteration 8Q: 3 clusters Score -1586744 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -1587102.875000 Penalty: 4584.528320 Iteration 9Q: 3 clusters Score -1587103 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -1587528.125000 Penalty: 4584.528320 Iteration 10Q: 3 clusters Score -1587528 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -1587998.000000 Penalty: 4584.528320 Iteration 11F: 3 clusters Score -1587998 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 6485 members Entering Unmasked Estep Score: -1588464.375000 Penalty: 4584.528320 Iteration 12Q: 3 clusters Score -1588464 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -1588934.000000 Penalty: 4584.528320 Iteration 13Q: 3 clusters Score -1588934 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 6809 members Entering Unmasked Estep Score: -1589337.875000 Penalty: 4584.528320 Iteration 14Q: 3 clusters Score -1589338 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 6903 members Entering Unmasked Estep Score: -1589647.375000 Penalty: 4584.528320 Iteration 15Q: 3 clusters Score -1589647 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 6956 members Entering Unmasked Estep Score: -1589857.500000 Penalty: 4584.528320 Iteration 16Q: 3 clusters Score -1589858 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -1589967.375000 Penalty: 4584.528320 Iteration 17Q: 3 clusters Score -1589967 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -1590010.000000 Penalty: 4584.528320 Iteration 18Q: 3 clusters Score -1590010 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -1590021.375000 Penalty: 4584.528320 Iteration 19Q: 3 clusters Score -1590021 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -1590034.750000 Penalty: 4584.528320 Iteration 20F: 3 clusters Score -1590035 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -1590040.000000 Penalty: 4584.528320 Iteration 21Q: 3 clusters Score -1590040 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -1590036.000000 Penalty: 4584.528320 Iteration 22Q: 3 clusters Score -1590036 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -1590043.000000 Penalty: 4584.528320 Iteration 23Q: 3 clusters Score -1590043 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -1590049.250000 Penalty: 4584.528320 Iteration 24Q: 3 clusters Score -1590049 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -1590048.875000 Penalty: 4584.528320 Iteration 25Q: 3 clusters Score -1590049 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -1590048.375000 Penalty: 4584.528320 Iteration 26Q: 3 clusters Score -1590048 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 7042 members Entering Unmasked Estep Score: -1590051.125000 Penalty: 4584.528320 Iteration 27Q: 3 clusters Score -1590051 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 7039 members Entering Unmasked Estep Score: -1590053.875000 Penalty: 4584.528320 Iteration 28Q: 3 clusters Score -1590054 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -1590059.125000 Penalty: 4584.528320 Iteration 29Q: 3 clusters Score -1590059 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -1590055.250000 Penalty: 4584.528320 Iteration 30Q: 3 clusters Score -1590055 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -1590058.250000 Penalty: 4584.528320 Iteration 31Q: 3 clusters Score -1590058 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -1590056.125000 Penalty: 4584.528320 Iteration 32Q: 3 clusters Score -1590056 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -1590055.750000 Penalty: 4584.528320 Iteration 33Q: 3 clusters Score -1590056 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 7020 members Entering Unmasked Estep Score: -1590055.500000 Penalty: 4584.528320 Iteration 34Q: 3 clusters Score -1590056 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -1590057.500000 Penalty: 4584.528320 Iteration 35Q: 3 clusters Score -1590058 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -1590057.500000 Penalty: 4584.528320 Iteration 36F: 3 clusters Score -1590058 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (905 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Entering Unmasked Estep Score: -125559.812500 Penalty: 1688.367798 Iteration 0F: 2 clusters Score -125559.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -123823.476562 Penalty: 3376.735596 Iteration 0F: 3 clusters Score -123823.5 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -124385.382812 Penalty: 3376.735596 Iteration 1F: 3 clusters Score -124385.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -125195.539062 Penalty: 3376.735596 Iteration 2F: 3 clusters Score -125195.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -126021.304688 Penalty: 3376.735596 Iteration 3F: 3 clusters Score -126021.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -126877.898438 Penalty: 3376.735596 Iteration 4F: 3 clusters Score -126877.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -127197.875000 Penalty: 3376.735596 Iteration 5Q: 3 clusters Score -127197.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -127318.945312 Penalty: 3376.735596 Iteration 6Q: 3 clusters Score -127318.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -127415.437500 Penalty: 3376.735596 Iteration 7Q: 3 clusters Score -127415.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -127648.921875 Penalty: 3376.735596 Iteration 8Q: 3 clusters Score -127648.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -127856.539062 Penalty: 3376.735596 Iteration 9Q: 3 clusters Score -127856.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -127883.671875 Penalty: 3376.735596 Iteration 10Q: 3 clusters Score -127883.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -127887.250000 Penalty: 3376.735596 Iteration 11Q: 3 clusters Score -127887.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -127887.250000 Penalty: 3376.735596 Iteration 12F: 3 clusters Score -127887.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10046 members Mstep: Class 2 contains 6330 members Mstep: Class 3 contains 2145 members Mstep: Class 4 contains 1519 members Mstep: Class 5 contains 3205 members Mstep: Class 6 contains 30309 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 111 members Mstep: Class 9 contains 3599 members Mstep: Class 10 contains 5197 members Mstep: Class 11 contains 8837 members Mstep: Class 12 contains 6153 members Mstep: Class 13 contains 7319 members Mstep: Class 14 contains 23987 members Mstep: Class 15 contains 26275 members Mstep: Class 16 contains 82133 members Mstep: Class 17 contains 10332 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7320 members Mstep: Class 20 contains 72200 members Mstep: Class 21 contains 1813 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1829 members Mstep: Class 24 contains 1525 members Mstep: Class 25 contains 7696 members Mstep: Class 26 contains 7561 members Mstep: Class 27 contains 13990 members Mstep: Class 28 contains 7102 members Mstep: Class 29 contains 18621 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 71386 members Mstep: Class 32 contains 2563 members Mstep: Class 33 contains 236 members Mstep: Class 34 contains 211 members Entering Unmasked Estep Score: -65615048.000000 Penalty: 109646.468750 Splitting cluster 18 changes total score from -65613964.000000 to -65615048.000000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 19 (7320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7320 members Entering Unmasked Estep Score: -1116621.375000 Penalty: 2206.794678 Iteration 0F: 2 clusters Score -1116621 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -1110656.250000 Penalty: 4413.589355 Iteration 0F: 3 clusters Score -1110656 nChanged 2939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -1112218.500000 Penalty: 4413.589355 Iteration 1F: 3 clusters Score -1112218 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -1112487.375000 Penalty: 4413.589355 Iteration 2F: 3 clusters Score -1112487 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -1112670.375000 Penalty: 4413.589355 Iteration 3F: 3 clusters Score -1112670 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -1112801.750000 Penalty: 4413.589355 Iteration 4Q: 3 clusters Score -1112802 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -1112889.000000 Penalty: 4413.589355 Iteration 5Q: 3 clusters Score -1112889 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -1112971.375000 Penalty: 4413.589355 Iteration 6Q: 3 clusters Score -1112971 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -1113028.125000 Penalty: 4413.589355 Iteration 7Q: 3 clusters Score -1113028 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -1113088.500000 Penalty: 4413.589355 Iteration 8Q: 3 clusters Score -1113088 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -1113141.000000 Penalty: 4413.589355 Iteration 9Q: 3 clusters Score -1113141 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -1113192.000000 Penalty: 4413.589355 Iteration 10Q: 3 clusters Score -1113192 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -1113240.875000 Penalty: 4413.589355 Iteration 11Q: 3 clusters Score -1113241 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -1113297.375000 Penalty: 4413.589355 Iteration 12Q: 3 clusters Score -1113297 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -1113360.750000 Penalty: 4413.589355 Iteration 13Q: 3 clusters Score -1113361 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -1113420.125000 Penalty: 4413.589355 Iteration 14Q: 3 clusters Score -1113420 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -1113463.375000 Penalty: 4413.589355 Iteration 15Q: 3 clusters Score -1113463 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -1113511.625000 Penalty: 4413.589355 Iteration 16Q: 3 clusters Score -1113512 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -1113546.250000 Penalty: 4413.589355 Iteration 17Q: 3 clusters Score -1113546 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -1113586.625000 Penalty: 4413.589355 Iteration 18Q: 3 clusters Score -1113587 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -1113624.375000 Penalty: 4413.589355 Iteration 19Q: 3 clusters Score -1113624 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -1113665.500000 Penalty: 4413.589355 Iteration 20F: 3 clusters Score -1113666 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -1113709.250000 Penalty: 4413.589355 Iteration 21Q: 3 clusters Score -1113709 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -1113758.125000 Penalty: 4413.589355 Iteration 22Q: 3 clusters Score -1113758 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -1113815.000000 Penalty: 4413.589355 Iteration 23Q: 3 clusters Score -1113815 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -1113881.250000 Penalty: 4413.589355 Iteration 24Q: 3 clusters Score -1113881 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -1113937.500000 Penalty: 4413.589355 Iteration 25Q: 3 clusters Score -1113938 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -1113997.750000 Penalty: 4413.589355 Iteration 26Q: 3 clusters Score -1113998 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -1114049.250000 Penalty: 4413.589355 Iteration 27Q: 3 clusters Score -1114049 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -1114092.875000 Penalty: 4413.589355 Iteration 28Q: 3 clusters Score -1114093 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -1114132.875000 Penalty: 4413.589355 Iteration 29Q: 3 clusters Score -1114133 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -1114182.000000 Penalty: 4413.589355 Iteration 30Q: 3 clusters Score -1114182 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -1114243.875000 Penalty: 4413.589355 Iteration 31Q: 3 clusters Score -1114244 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -1114310.000000 Penalty: 4413.589355 Iteration 32Q: 3 clusters Score -1114310 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5574 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -1114366.125000 Penalty: 4413.589355 Iteration 33Q: 3 clusters Score -1114366 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -1114414.375000 Penalty: 4413.589355 Iteration 34Q: 3 clusters Score -1114414 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -1114465.625000 Penalty: 4413.589355 Iteration 35Q: 3 clusters Score -1114466 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -1114519.250000 Penalty: 4413.589355 Iteration 36Q: 3 clusters Score -1114519 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -1114573.875000 Penalty: 4413.589355 Iteration 37Q: 3 clusters Score -1114574 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6020 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -1114629.875000 Penalty: 4413.589355 Iteration 38Q: 3 clusters Score -1114630 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -1114674.250000 Penalty: 4413.589355 Iteration 39Q: 3 clusters Score -1114674 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6142 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -1114714.750000 Penalty: 4413.589355 Iteration 40F: 3 clusters Score -1114715 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -1114755.375000 Penalty: 4413.589355 Iteration 41Q: 3 clusters Score -1114755 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1114793.875000 Penalty: 4413.589355 Iteration 42Q: 3 clusters Score -1114794 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1114829.625000 Penalty: 4413.589355 Iteration 43Q: 3 clusters Score -1114830 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -1114854.500000 Penalty: 4413.589355 Iteration 44Q: 3 clusters Score -1114854 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -1114873.375000 Penalty: 4413.589355 Iteration 45Q: 3 clusters Score -1114873 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -1114896.625000 Penalty: 4413.589355 Iteration 46Q: 3 clusters Score -1114897 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -1114906.750000 Penalty: 4413.589355 Iteration 47Q: 3 clusters Score -1114907 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6460 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1114920.750000 Penalty: 4413.589355 Iteration 48Q: 3 clusters Score -1114921 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -1114933.125000 Penalty: 4413.589355 Iteration 49Q: 3 clusters Score -1114933 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -1114942.625000 Penalty: 4413.589355 Iteration 50Q: 3 clusters Score -1114943 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1114954.000000 Penalty: 4413.589355 Iteration 51Q: 3 clusters Score -1114954 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1114966.375000 Penalty: 4413.589355 Iteration 52Q: 3 clusters Score -1114966 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -1114978.375000 Penalty: 4413.589355 Iteration 53Q: 3 clusters Score -1114978 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -1114991.000000 Penalty: 4413.589355 Iteration 54Q: 3 clusters Score -1114991 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -1115007.625000 Penalty: 4413.589355 Iteration 55Q: 3 clusters Score -1115008 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -1115011.875000 Penalty: 4413.589355 Iteration 56Q: 3 clusters Score -1115012 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -1115018.125000 Penalty: 4413.589355 Iteration 57Q: 3 clusters Score -1115018 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -1115023.375000 Penalty: 4413.589355 Iteration 58Q: 3 clusters Score -1115023 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6597 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -1115026.250000 Penalty: 4413.589355 Iteration 59Q: 3 clusters Score -1115026 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -1115026.000000 Penalty: 4413.589355 Iteration 60F: 3 clusters Score -1115026 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -1115030.625000 Penalty: 4413.589355 Iteration 61Q: 3 clusters Score -1115031 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -1115034.750000 Penalty: 4413.589355 Iteration 62Q: 3 clusters Score -1115035 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -1115037.375000 Penalty: 4413.589355 Iteration 63Q: 3 clusters Score -1115037 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -1115041.500000 Penalty: 4413.589355 Iteration 64Q: 3 clusters Score -1115042 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -1115041.250000 Penalty: 4413.589355 Iteration 65Q: 3 clusters Score -1115041 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -1115043.375000 Penalty: 4413.589355 Iteration 66Q: 3 clusters Score -1115043 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -1115044.500000 Penalty: 4413.589355 Iteration 67Q: 3 clusters Score -1115044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -1115044.875000 Penalty: 4413.589355 Iteration 68Q: 3 clusters Score -1115045 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -1115044.875000 Penalty: 4413.589355 Iteration 69F: 3 clusters Score -1115045 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (72200 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72200 members Entering Unmasked Estep Score: -11225803.000000 Penalty: 2774.424561 Iteration 0F: 2 clusters Score -1.12258e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35967 members Mstep: Class 2 contains 36233 members Entering Unmasked Estep Score: -11177330.000000 Penalty: 5548.849121 Iteration 0F: 3 clusters Score -1.117733e+07 nChanged 33703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34658 members Mstep: Class 2 contains 37542 members Entering Unmasked Estep Score: -11196340.000000 Penalty: 5548.849121 Iteration 1F: 3 clusters Score -1.119634e+07 nChanged 2508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33910 members Mstep: Class 2 contains 38290 members Entering Unmasked Estep Score: -11196978.000000 Penalty: 5548.849121 Iteration 2Q: 3 clusters Score -1.119698e+07 nChanged 2481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32793 members Mstep: Class 2 contains 39407 members Entering Unmasked Estep Score: -11197638.000000 Penalty: 5548.849121 Iteration 3Q: 3 clusters Score -1.119764e+07 nChanged 2646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31061 members Mstep: Class 2 contains 41139 members Entering Unmasked Estep Score: -11198560.000000 Penalty: 5548.849121 Iteration 4Q: 3 clusters Score -1.119856e+07 nChanged 3171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28536 members Mstep: Class 2 contains 43664 members Entering Unmasked Estep Score: -11199826.000000 Penalty: 5548.849121 Iteration 5Q: 3 clusters Score -1.119983e+07 nChanged 3934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24960 members Mstep: Class 2 contains 47240 members Entering Unmasked Estep Score: -11201847.000000 Penalty: 5548.849121 Iteration 6F: 3 clusters Score -1.120185e+07 nChanged 4930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20180 members Mstep: Class 2 contains 52020 members Entering Unmasked Estep Score: -11205106.000000 Penalty: 5548.849121 Iteration 7F: 3 clusters Score -1.120511e+07 nChanged 5761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14469 members Mstep: Class 2 contains 57731 members Entering Unmasked Estep Score: -11209970.000000 Penalty: 5548.849121 Iteration 8F: 3 clusters Score -1.120997e+07 nChanged 5842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8633 members Mstep: Class 2 contains 63567 members Entering Unmasked Estep Score: -11215398.000000 Penalty: 5548.849121 Iteration 9F: 3 clusters Score -1.12154e+07 nChanged 4545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 68110 members Entering Unmasked Estep Score: -11219878.000000 Penalty: 5548.849121 Iteration 10F: 3 clusters Score -1.121988e+07 nChanged 2382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 70484 members Entering Unmasked Estep Score: -11222143.000000 Penalty: 5548.849121 Iteration 11Q: 3 clusters Score -1.122214e+07 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 71375 members Entering Unmasked Estep Score: -11223003.000000 Penalty: 5548.849121 Iteration 12Q: 3 clusters Score -1.1223e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 71655 members Entering Unmasked Estep Score: -11223288.000000 Penalty: 5548.849121 Iteration 13Q: 3 clusters Score -1.122329e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 71746 members Entering Unmasked Estep Score: -11223370.000000 Penalty: 5548.849121 Iteration 14Q: 3 clusters Score -1.122337e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 71789 members Entering Unmasked Estep Score: -11223410.000000 Penalty: 5548.849121 Iteration 15Q: 3 clusters Score -1.122341e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 71799 members Entering Unmasked Estep Score: -11223441.000000 Penalty: 5548.849121 Iteration 16Q: 3 clusters Score -1.122344e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 71804 members Entering Unmasked Estep Score: -11223460.000000 Penalty: 5548.849121 Iteration 17Q: 3 clusters Score -1.122346e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 71808 members Entering Unmasked Estep Score: -11223468.000000 Penalty: 5548.849121 Iteration 18Q: 3 clusters Score -1.122347e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 71813 members Entering Unmasked Estep Score: -11223484.000000 Penalty: 5548.849121 Iteration 19Q: 3 clusters Score -1.122348e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 71817 members Entering Unmasked Estep Score: -11223491.000000 Penalty: 5548.849121 Iteration 20F: 3 clusters Score -1.122349e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 71822 members Entering Unmasked Estep Score: -11223503.000000 Penalty: 5548.849121 Iteration 21Q: 3 clusters Score -1.12235e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 71828 members Entering Unmasked Estep Score: -11223518.000000 Penalty: 5548.849121 Iteration 22Q: 3 clusters Score -1.122352e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 71834 members Entering Unmasked Estep Score: -11223532.000000 Penalty: 5548.849121 Iteration 23Q: 3 clusters Score -1.122353e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 71836 members Entering Unmasked Estep Score: -11223544.000000 Penalty: 5548.849121 Iteration 24Q: 3 clusters Score -1.122354e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 71837 members Entering Unmasked Estep Score: -11223543.000000 Penalty: 5548.849121 Iteration 25Q: 3 clusters Score -1.122354e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 71837 members Entering Unmasked Estep Score: -11223541.000000 Penalty: 5548.849121 Iteration 26Q: 3 clusters Score -1.122354e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 71837 members Entering Unmasked Estep Score: -11223541.000000 Penalty: 5548.849121 Iteration 27F: 3 clusters Score -1.122354e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1813 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Entering Unmasked Estep Score: -240292.093750 Penalty: 1860.679077 Iteration 0F: 2 clusters Score -240292.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -237928.234375 Penalty: 3721.358154 Iteration 0F: 3 clusters Score -237928.2 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -238827.484375 Penalty: 3721.358154 Iteration 1F: 3 clusters Score -238827.5 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -239314.281250 Penalty: 3721.358154 Iteration 2F: 3 clusters Score -239314.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -239666.703125 Penalty: 3721.358154 Iteration 3F: 3 clusters Score -239666.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -239935.734375 Penalty: 3721.358154 Iteration 4F: 3 clusters Score -239935.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -240062.687500 Penalty: 3721.358154 Iteration 5Q: 3 clusters Score -240062.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -240121.046875 Penalty: 3721.358154 Iteration 6Q: 3 clusters Score -240121 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -240148.406250 Penalty: 3721.358154 Iteration 7Q: 3 clusters Score -240148.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -240173.671875 Penalty: 3721.358154 Iteration 8Q: 3 clusters Score -240173.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -240198.406250 Penalty: 3721.358154 Iteration 9Q: 3 clusters Score -240198.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -240222.031250 Penalty: 3721.358154 Iteration 10Q: 3 clusters Score -240222 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -240225.937500 Penalty: 3721.358154 Iteration 11Q: 3 clusters Score -240225.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -240231.609375 Penalty: 3721.358154 Iteration 12Q: 3 clusters Score -240231.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -240232.828125 Penalty: 3721.358154 Iteration 13Q: 3 clusters Score -240232.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -240232.828125 Penalty: 3721.358154 Iteration 14F: 3 clusters Score -240232.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (565 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Entering Unmasked Estep Score: -80040.742188 Penalty: 1571.532837 Iteration 0F: 2 clusters Score -80040.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -78557.968750 Penalty: 3143.065674 Iteration 0F: 3 clusters Score -78557.97 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -78924.671875 Penalty: 3143.065674 Iteration 1F: 3 clusters Score -78924.67 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -79067.593750 Penalty: 3143.065674 Iteration 2F: 3 clusters Score -79067.59 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -79159.507812 Penalty: 3143.065674 Iteration 3F: 3 clusters Score -79159.51 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -79209.859375 Penalty: 3143.065674 Iteration 4Q: 3 clusters Score -79209.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -79254.414062 Penalty: 3143.065674 Iteration 5Q: 3 clusters Score -79254.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -79328.359375 Penalty: 3143.065674 Iteration 6Q: 3 clusters Score -79328.36 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -79389.171875 Penalty: 3143.065674 Iteration 7Q: 3 clusters Score -79389.17 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -79440.726562 Penalty: 3143.065674 Iteration 8Q: 3 clusters Score -79440.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -79469.718750 Penalty: 3143.065674 Iteration 9Q: 3 clusters Score -79469.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -79504.320312 Penalty: 3143.065674 Iteration 10Q: 3 clusters Score -79504.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -79524.734375 Penalty: 3143.065674 Iteration 11Q: 3 clusters Score -79524.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -79526.046875 Penalty: 3143.065674 Iteration 12Q: 3 clusters Score -79526.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -79528.382812 Penalty: 3143.065674 Iteration 13Q: 3 clusters Score -79528.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -79528.382812 Penalty: 3143.065674 Iteration 14F: 3 clusters Score -79528.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Entering Unmasked Estep Score: -254652.921875 Penalty: 1862.858154 Iteration 0F: 2 clusters Score -254652.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -252194.734375 Penalty: 3725.716309 Iteration 0F: 3 clusters Score -252194.7 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -252833.000000 Penalty: 3725.716309 Iteration 1F: 3 clusters Score -252833 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -253249.812500 Penalty: 3725.716309 Iteration 2F: 3 clusters Score -253249.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -253745.750000 Penalty: 3725.716309 Iteration 3F: 3 clusters Score -253745.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -254312.281250 Penalty: 3725.716309 Iteration 4F: 3 clusters Score -254312.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -254824.203125 Penalty: 3725.716309 Iteration 5F: 3 clusters Score -254824.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -255086.500000 Penalty: 3725.716309 Iteration 6F: 3 clusters Score -255086.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -255303.062500 Penalty: 3725.716309 Iteration 7Q: 3 clusters Score -255303.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -255619.125000 Penalty: 3725.716309 Iteration 8Q: 3 clusters Score -255619.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -256121.968750 Penalty: 3725.716309 Iteration 9Q: 3 clusters Score -256122 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -256210.406250 Penalty: 3725.716309 Iteration 10Q: 3 clusters Score -256210.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -256243.968750 Penalty: 3725.716309 Iteration 11Q: 3 clusters Score -256244 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -256265.015625 Penalty: 3725.716309 Iteration 12Q: 3 clusters Score -256265 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -256277.578125 Penalty: 3725.716309 Iteration 13Q: 3 clusters Score -256277.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -256295.875000 Penalty: 3725.716309 Iteration 14Q: 3 clusters Score -256295.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -256304.359375 Penalty: 3725.716309 Iteration 15Q: 3 clusters Score -256304.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -256312.000000 Penalty: 3725.716309 Iteration 16Q: 3 clusters Score -256312 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -256318.656250 Penalty: 3725.716309 Iteration 17Q: 3 clusters Score -256318.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -256336.828125 Penalty: 3725.716309 Iteration 18Q: 3 clusters Score -256336.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -256353.390625 Penalty: 3725.716309 Iteration 19Q: 3 clusters Score -256353.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -256433.906250 Penalty: 3725.716309 Iteration 20F: 3 clusters Score -256433.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -256695.046875 Penalty: 3725.716309 Iteration 21Q: 3 clusters Score -256695 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -256776.265625 Penalty: 3725.716309 Iteration 22Q: 3 clusters Score -256776.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -256803.296875 Penalty: 3725.716309 Iteration 23Q: 3 clusters Score -256803.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -256813.468750 Penalty: 3725.716309 Iteration 24Q: 3 clusters Score -256813.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -256813.468750 Penalty: 3725.716309 Iteration 25F: 3 clusters Score -256813.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10046 members Mstep: Class 2 contains 6330 members Mstep: Class 3 contains 2145 members Mstep: Class 4 contains 1519 members Mstep: Class 5 contains 3205 members Mstep: Class 6 contains 30309 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 111 members Mstep: Class 9 contains 3599 members Mstep: Class 10 contains 5197 members Mstep: Class 11 contains 8837 members Mstep: Class 12 contains 6153 members Mstep: Class 13 contains 7319 members Mstep: Class 14 contains 23987 members Mstep: Class 15 contains 26275 members Mstep: Class 16 contains 82133 members Mstep: Class 17 contains 10332 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7320 members Mstep: Class 20 contains 72200 members Mstep: Class 21 contains 1813 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1228 members Mstep: Class 24 contains 1525 members Mstep: Class 25 contains 7696 members Mstep: Class 26 contains 7561 members Mstep: Class 27 contains 13990 members Mstep: Class 28 contains 7102 members Mstep: Class 29 contains 18621 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 71386 members Mstep: Class 32 contains 2563 members Mstep: Class 33 contains 236 members Mstep: Class 34 contains 211 members Mstep: Class 35 contains 601 members Entering Unmasked Estep Score: -65615832.000000 Penalty: 112871.367188 Splitting cluster 23 changes total score from -65613964.000000 to -65615832.000000 So it's getting split into cluster 35. Entering ConstructFrom: Trying to split cluster 24 (1525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Entering Unmasked Estep Score: -213277.046875 Penalty: 1817.777954 Iteration 0F: 2 clusters Score -213277 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -210946.515625 Penalty: 3635.555908 Iteration 0F: 3 clusters Score -210946.5 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -211344.125000 Penalty: 3635.555908 Iteration 1F: 3 clusters Score -211344.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -211465.734375 Penalty: 3635.555908 Iteration 2F: 3 clusters Score -211465.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -211529.921875 Penalty: 3635.555908 Iteration 3Q: 3 clusters Score -211529.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -211577.203125 Penalty: 3635.555908 Iteration 4Q: 3 clusters Score -211577.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -211603.109375 Penalty: 3635.555908 Iteration 5Q: 3 clusters Score -211603.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -211628.000000 Penalty: 3635.555908 Iteration 6Q: 3 clusters Score -211628 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -211644.890625 Penalty: 3635.555908 Iteration 7Q: 3 clusters Score -211644.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -211659.671875 Penalty: 3635.555908 Iteration 8Q: 3 clusters Score -211659.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -211667.796875 Penalty: 3635.555908 Iteration 9Q: 3 clusters Score -211667.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -211672.109375 Penalty: 3635.555908 Iteration 10Q: 3 clusters Score -211672.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -211674.281250 Penalty: 3635.555908 Iteration 11Q: 3 clusters Score -211674.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -211680.265625 Penalty: 3635.555908 Iteration 12Q: 3 clusters Score -211680.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -211686.281250 Penalty: 3635.555908 Iteration 13Q: 3 clusters Score -211686.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -211697.109375 Penalty: 3635.555908 Iteration 14Q: 3 clusters Score -211697.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -211702.718750 Penalty: 3635.555908 Iteration 15Q: 3 clusters Score -211702.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -211704.343750 Penalty: 3635.555908 Iteration 16Q: 3 clusters Score -211704.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -211705.765625 Penalty: 3635.555908 Iteration 17Q: 3 clusters Score -211705.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -211708.328125 Penalty: 3635.555908 Iteration 18Q: 3 clusters Score -211708.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -211711.437500 Penalty: 3635.555908 Iteration 19Q: 3 clusters Score -211711.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -211711.984375 Penalty: 3635.555908 Iteration 20F: 3 clusters Score -211712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -211713.234375 Penalty: 3635.555908 Iteration 21Q: 3 clusters Score -211713.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -211715.468750 Penalty: 3635.555908 Iteration 22Q: 3 clusters Score -211715.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -211718.578125 Penalty: 3635.555908 Iteration 23Q: 3 clusters Score -211718.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -211720.078125 Penalty: 3635.555908 Iteration 24Q: 3 clusters Score -211720.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -211721.812500 Penalty: 3635.555908 Iteration 25Q: 3 clusters Score -211721.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -211722.671875 Penalty: 3635.555908 Iteration 26Q: 3 clusters Score -211722.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -211722.671875 Penalty: 3635.555908 Iteration 27F: 3 clusters Score -211722.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (7696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7696 members Entering Unmasked Estep Score: -1196199.750000 Penalty: 2219.217041 Iteration 0F: 2 clusters Score -1196200 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -1190029.625000 Penalty: 4438.434082 Iteration 0F: 3 clusters Score -1190030 nChanged 3089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -1191693.000000 Penalty: 4438.434082 Iteration 1F: 3 clusters Score -1191693 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -1191950.250000 Penalty: 4438.434082 Iteration 2F: 3 clusters Score -1191950 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -1192120.750000 Penalty: 4438.434082 Iteration 3Q: 3 clusters Score -1192121 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -1192242.125000 Penalty: 4438.434082 Iteration 4Q: 3 clusters Score -1192242 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -1192359.250000 Penalty: 4438.434082 Iteration 5Q: 3 clusters Score -1192359 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -1192468.500000 Penalty: 4438.434082 Iteration 6Q: 3 clusters Score -1192468 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -1192581.750000 Penalty: 4438.434082 Iteration 7Q: 3 clusters Score -1192582 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -1192684.750000 Penalty: 4438.434082 Iteration 8Q: 3 clusters Score -1192685 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -1192799.500000 Penalty: 4438.434082 Iteration 9Q: 3 clusters Score -1192800 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -1192940.375000 Penalty: 4438.434082 Iteration 10Q: 3 clusters Score -1192940 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -1193086.250000 Penalty: 4438.434082 Iteration 11Q: 3 clusters Score -1193086 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -1193236.000000 Penalty: 4438.434082 Iteration 12Q: 3 clusters Score -1193236 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -1193354.250000 Penalty: 4438.434082 Iteration 13Q: 3 clusters Score -1193354 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -1193458.250000 Penalty: 4438.434082 Iteration 14Q: 3 clusters Score -1193458 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -1193548.625000 Penalty: 4438.434082 Iteration 15Q: 3 clusters Score -1193549 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -1193626.375000 Penalty: 4438.434082 Iteration 16Q: 3 clusters Score -1193626 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -1193691.250000 Penalty: 4438.434082 Iteration 17Q: 3 clusters Score -1193691 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5665 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -1193746.750000 Penalty: 4438.434082 Iteration 18Q: 3 clusters Score -1193747 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -1193796.250000 Penalty: 4438.434082 Iteration 19Q: 3 clusters Score -1193796 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -1193838.875000 Penalty: 4438.434082 Iteration 20F: 3 clusters Score -1193839 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -1193873.875000 Penalty: 4438.434082 Iteration 21Q: 3 clusters Score -1193874 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -1193896.250000 Penalty: 4438.434082 Iteration 22Q: 3 clusters Score -1193896 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5946 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -1193917.625000 Penalty: 4438.434082 Iteration 23Q: 3 clusters Score -1193918 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -1193944.250000 Penalty: 4438.434082 Iteration 24Q: 3 clusters Score -1193944 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -1193971.875000 Penalty: 4438.434082 Iteration 25Q: 3 clusters Score -1193972 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -1193991.625000 Penalty: 4438.434082 Iteration 26Q: 3 clusters Score -1193992 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -1194010.500000 Penalty: 4438.434082 Iteration 27Q: 3 clusters Score -1194010 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6142 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -1194027.000000 Penalty: 4438.434082 Iteration 28Q: 3 clusters Score -1194027 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -1194047.375000 Penalty: 4438.434082 Iteration 29Q: 3 clusters Score -1194047 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6201 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -1194063.000000 Penalty: 4438.434082 Iteration 30Q: 3 clusters Score -1194063 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -1194075.625000 Penalty: 4438.434082 Iteration 31Q: 3 clusters Score -1194076 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -1194095.625000 Penalty: 4438.434082 Iteration 32Q: 3 clusters Score -1194096 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -1194110.875000 Penalty: 4438.434082 Iteration 33Q: 3 clusters Score -1194111 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6316 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -1194126.375000 Penalty: 4438.434082 Iteration 34Q: 3 clusters Score -1194126 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -1194138.625000 Penalty: 4438.434082 Iteration 35Q: 3 clusters Score -1194139 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -1194149.750000 Penalty: 4438.434082 Iteration 36Q: 3 clusters Score -1194150 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6375 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -1194163.500000 Penalty: 4438.434082 Iteration 37Q: 3 clusters Score -1194164 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6401 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -1194180.125000 Penalty: 4438.434082 Iteration 38Q: 3 clusters Score -1194180 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -1194192.750000 Penalty: 4438.434082 Iteration 39Q: 3 clusters Score -1194193 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6454 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -1194208.750000 Penalty: 4438.434082 Iteration 40F: 3 clusters Score -1194209 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -1194220.375000 Penalty: 4438.434082 Iteration 41Q: 3 clusters Score -1194220 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6492 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -1194227.000000 Penalty: 4438.434082 Iteration 42Q: 3 clusters Score -1194227 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6516 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1194240.375000 Penalty: 4438.434082 Iteration 43Q: 3 clusters Score -1194240 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -1194252.500000 Penalty: 4438.434082 Iteration 44Q: 3 clusters Score -1194252 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -1194260.500000 Penalty: 4438.434082 Iteration 45Q: 3 clusters Score -1194260 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -1194267.500000 Penalty: 4438.434082 Iteration 46Q: 3 clusters Score -1194268 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -1194277.000000 Penalty: 4438.434082 Iteration 47Q: 3 clusters Score -1194277 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -1194282.000000 Penalty: 4438.434082 Iteration 48Q: 3 clusters Score -1194282 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -1194288.625000 Penalty: 4438.434082 Iteration 49Q: 3 clusters Score -1194289 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -1194294.250000 Penalty: 4438.434082 Iteration 50Q: 3 clusters Score -1194294 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -1194302.750000 Penalty: 4438.434082 Iteration 51Q: 3 clusters Score -1194303 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -1194309.875000 Penalty: 4438.434082 Iteration 52Q: 3 clusters Score -1194310 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -1194324.625000 Penalty: 4438.434082 Iteration 53Q: 3 clusters Score -1194325 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -1194335.875000 Penalty: 4438.434082 Iteration 54Q: 3 clusters Score -1194336 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -1194347.875000 Penalty: 4438.434082 Iteration 55Q: 3 clusters Score -1194348 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6737 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -1194355.125000 Penalty: 4438.434082 Iteration 56Q: 3 clusters Score -1194355 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6750 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -1194364.125000 Penalty: 4438.434082 Iteration 57Q: 3 clusters Score -1194364 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -1194369.750000 Penalty: 4438.434082 Iteration 58Q: 3 clusters Score -1194370 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -1194375.375000 Penalty: 4438.434082 Iteration 59Q: 3 clusters Score -1194375 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -1194383.875000 Penalty: 4438.434082 Iteration 60F: 3 clusters Score -1194384 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -1194386.375000 Penalty: 4438.434082 Iteration 61Q: 3 clusters Score -1194386 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -1194394.250000 Penalty: 4438.434082 Iteration 62Q: 3 clusters Score -1194394 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -1194397.750000 Penalty: 4438.434082 Iteration 63Q: 3 clusters Score -1194398 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1194398.750000 Penalty: 4438.434082 Iteration 64Q: 3 clusters Score -1194399 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -1194403.000000 Penalty: 4438.434082 Iteration 65Q: 3 clusters Score -1194403 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6831 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -1194406.250000 Penalty: 4438.434082 Iteration 66Q: 3 clusters Score -1194406 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -1194407.000000 Penalty: 4438.434082 Iteration 67Q: 3 clusters Score -1194407 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6838 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -1194409.625000 Penalty: 4438.434082 Iteration 68Q: 3 clusters Score -1194410 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6841 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -1194411.125000 Penalty: 4438.434082 Iteration 69Q: 3 clusters Score -1194411 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -1194412.375000 Penalty: 4438.434082 Iteration 70Q: 3 clusters Score -1194412 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6846 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -1194414.375000 Penalty: 4438.434082 Iteration 71Q: 3 clusters Score -1194414 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6849 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -1194414.250000 Penalty: 4438.434082 Iteration 72Q: 3 clusters Score -1194414 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6853 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -1194417.250000 Penalty: 4438.434082 Iteration 73Q: 3 clusters Score -1194417 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6854 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -1194417.875000 Penalty: 4438.434082 Iteration 74Q: 3 clusters Score -1194418 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1194417.625000 Penalty: 4438.434082 Iteration 75Q: 3 clusters Score -1194418 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -1194419.625000 Penalty: 4438.434082 Iteration 76Q: 3 clusters Score -1194420 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6858 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -1194418.875000 Penalty: 4438.434082 Iteration 77Q: 3 clusters Score -1194419 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6860 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -1194419.875000 Penalty: 4438.434082 Iteration 78Q: 3 clusters Score -1194420 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6862 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -1194422.000000 Penalty: 4438.434082 Iteration 79Q: 3 clusters Score -1194422 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6862 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -1194422.250000 Penalty: 4438.434082 Iteration 80F: 3 clusters Score -1194422 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6863 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -1194424.875000 Penalty: 4438.434082 Iteration 81Q: 3 clusters Score -1194425 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6863 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -1194424.875000 Penalty: 4438.434082 Iteration 82F: 3 clusters Score -1194425 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (7561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7561 members Entering Unmasked Estep Score: -1137794.875000 Penalty: 2214.828125 Iteration 0F: 2 clusters Score -1137795 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -1131717.125000 Penalty: 4429.656250 Iteration 0F: 3 clusters Score -1131717 nChanged 3037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -1133452.875000 Penalty: 4429.656250 Iteration 1F: 3 clusters Score -1133453 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -1134032.250000 Penalty: 4429.656250 Iteration 2F: 3 clusters Score -1134032 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -1134819.750000 Penalty: 4429.656250 Iteration 3F: 3 clusters Score -1134820 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -1135599.375000 Penalty: 4429.656250 Iteration 4F: 3 clusters Score -1135599 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -1136232.375000 Penalty: 4429.656250 Iteration 5F: 3 clusters Score -1136232 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -1136713.875000 Penalty: 4429.656250 Iteration 6F: 3 clusters Score -1136714 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -1137065.250000 Penalty: 4429.656250 Iteration 7Q: 3 clusters Score -1137065 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -1137386.750000 Penalty: 4429.656250 Iteration 8Q: 3 clusters Score -1137387 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -1137555.125000 Penalty: 4429.656250 Iteration 9Q: 3 clusters Score -1137555 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -1137642.875000 Penalty: 4429.656250 Iteration 10Q: 3 clusters Score -1137643 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -1137691.250000 Penalty: 4429.656250 Iteration 11Q: 3 clusters Score -1137691 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -1137727.375000 Penalty: 4429.656250 Iteration 12Q: 3 clusters Score -1137727 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -1137753.875000 Penalty: 4429.656250 Iteration 13Q: 3 clusters Score -1137754 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -1137784.750000 Penalty: 4429.656250 Iteration 14Q: 3 clusters Score -1137785 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1137827.375000 Penalty: 4429.656250 Iteration 15Q: 3 clusters Score -1137827 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -1137885.375000 Penalty: 4429.656250 Iteration 16Q: 3 clusters Score -1137885 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -1137970.875000 Penalty: 4429.656250 Iteration 17Q: 3 clusters Score -1137971 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -1138040.750000 Penalty: 4429.656250 Iteration 18Q: 3 clusters Score -1138041 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -1138070.375000 Penalty: 4429.656250 Iteration 19Q: 3 clusters Score -1138070 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -1138083.000000 Penalty: 4429.656250 Iteration 20F: 3 clusters Score -1138083 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -1138089.250000 Penalty: 4429.656250 Iteration 21Q: 3 clusters Score -1138089 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -1138091.500000 Penalty: 4429.656250 Iteration 22Q: 3 clusters Score -1138092 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -1138093.625000 Penalty: 4429.656250 Iteration 23Q: 3 clusters Score -1138094 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -1138092.125000 Penalty: 4429.656250 Iteration 24Q: 3 clusters Score -1138092 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -1138094.500000 Penalty: 4429.656250 Iteration 25Q: 3 clusters Score -1138094 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -1138096.250000 Penalty: 4429.656250 Iteration 26Q: 3 clusters Score -1138096 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -1138098.625000 Penalty: 4429.656250 Iteration 27Q: 3 clusters Score -1138099 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -1138098.625000 Penalty: 4429.656250 Iteration 28F: 3 clusters Score -1138099 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10046 members Mstep: Class 2 contains 6330 members Mstep: Class 3 contains 2145 members Mstep: Class 4 contains 1519 members Mstep: Class 5 contains 3205 members Mstep: Class 6 contains 30309 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 111 members Mstep: Class 9 contains 3599 members Mstep: Class 10 contains 5197 members Mstep: Class 11 contains 8837 members Mstep: Class 12 contains 6153 members Mstep: Class 13 contains 7319 members Mstep: Class 14 contains 23987 members Mstep: Class 15 contains 26275 members Mstep: Class 16 contains 82133 members Mstep: Class 17 contains 10332 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7320 members Mstep: Class 20 contains 72200 members Mstep: Class 21 contains 1813 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1228 members Mstep: Class 24 contains 1525 members Mstep: Class 25 contains 7696 members Mstep: Class 26 contains 3591 members Mstep: Class 27 contains 13990 members Mstep: Class 28 contains 7102 members Mstep: Class 29 contains 18621 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 71386 members Mstep: Class 32 contains 2563 members Mstep: Class 33 contains 236 members Mstep: Class 34 contains 211 members Mstep: Class 35 contains 601 members Mstep: Class 36 contains 3970 members Entering Unmasked Estep Score: -65614916.000000 Penalty: 116096.257812 Splitting cluster 26 changes total score from -65613964.000000 to -65614916.000000 So it's getting split into cluster 36. Entering ConstructFrom: Trying to split cluster 27 (13990 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13990 members Entering Unmasked Estep Score: -2020719.250000 Penalty: 2367.432129 Iteration 0F: 2 clusters Score -2020719 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6944 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -2010540.375000 Penalty: 4734.864258 Iteration 0F: 3 clusters Score -2010540 nChanged 5986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -2013848.875000 Penalty: 4734.864258 Iteration 1F: 3 clusters Score -2013849 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 7157 members Entering Unmasked Estep Score: -2014445.750000 Penalty: 4734.864258 Iteration 2F: 3 clusters Score -2014446 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 7296 members Entering Unmasked Estep Score: -2015078.750000 Penalty: 4734.864258 Iteration 3F: 3 clusters Score -2015079 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -2015783.125000 Penalty: 4734.864258 Iteration 4F: 3 clusters Score -2015783 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 7906 members Entering Unmasked Estep Score: -2016633.625000 Penalty: 4734.864258 Iteration 5F: 3 clusters Score -2016634 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 8336 members Entering Unmasked Estep Score: -2017441.250000 Penalty: 4734.864258 Iteration 6F: 3 clusters Score -2017441 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 8756 members Entering Unmasked Estep Score: -2018086.250000 Penalty: 4734.864258 Iteration 7F: 3 clusters Score -2018086 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 9118 members Entering Unmasked Estep Score: -2018564.125000 Penalty: 4734.864258 Iteration 8F: 3 clusters Score -2018564 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 9384 members Entering Unmasked Estep Score: -2018879.250000 Penalty: 4734.864258 Iteration 9Q: 3 clusters Score -2018879 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 9521 members Entering Unmasked Estep Score: -2019047.125000 Penalty: 4734.864258 Iteration 10Q: 3 clusters Score -2019047 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 9618 members Entering Unmasked Estep Score: -2019157.625000 Penalty: 4734.864258 Iteration 11Q: 3 clusters Score -2019158 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 9661 members Entering Unmasked Estep Score: -2019228.250000 Penalty: 4734.864258 Iteration 12Q: 3 clusters Score -2019228 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 9702 members Entering Unmasked Estep Score: -2019269.125000 Penalty: 4734.864258 Iteration 13Q: 3 clusters Score -2019269 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 9745 members Entering Unmasked Estep Score: -2019314.000000 Penalty: 4734.864258 Iteration 14Q: 3 clusters Score -2019314 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 9785 members Entering Unmasked Estep Score: -2019349.625000 Penalty: 4734.864258 Iteration 15Q: 3 clusters Score -2019350 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 9820 members Entering Unmasked Estep Score: -2019367.625000 Penalty: 4734.864258 Iteration 16Q: 3 clusters Score -2019368 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 9858 members Entering Unmasked Estep Score: -2019391.500000 Penalty: 4734.864258 Iteration 17Q: 3 clusters Score -2019392 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 9892 members Entering Unmasked Estep Score: -2019421.750000 Penalty: 4734.864258 Iteration 18Q: 3 clusters Score -2019422 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -2019459.750000 Penalty: 4734.864258 Iteration 19Q: 3 clusters Score -2019460 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 10023 members Entering Unmasked Estep Score: -2019512.500000 Penalty: 4734.864258 Iteration 20F: 3 clusters Score -2019512 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 10105 members Entering Unmasked Estep Score: -2019579.250000 Penalty: 4734.864258 Iteration 21Q: 3 clusters Score -2019579 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 10179 members Entering Unmasked Estep Score: -2019629.000000 Penalty: 4734.864258 Iteration 22Q: 3 clusters Score -2019629 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 10253 members Entering Unmasked Estep Score: -2019658.875000 Penalty: 4734.864258 Iteration 23Q: 3 clusters Score -2019659 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 10315 members Entering Unmasked Estep Score: -2019685.000000 Penalty: 4734.864258 Iteration 24Q: 3 clusters Score -2019685 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 10367 members Entering Unmasked Estep Score: -2019705.250000 Penalty: 4734.864258 Iteration 25Q: 3 clusters Score -2019705 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -2019712.625000 Penalty: 4734.864258 Iteration 26Q: 3 clusters Score -2019713 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 10417 members Entering Unmasked Estep Score: -2019723.125000 Penalty: 4734.864258 Iteration 27Q: 3 clusters Score -2019723 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 10437 members Entering Unmasked Estep Score: -2019724.500000 Penalty: 4734.864258 Iteration 28Q: 3 clusters Score -2019724 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 10453 members Entering Unmasked Estep Score: -2019722.375000 Penalty: 4734.864258 Iteration 29Q: 3 clusters Score -2019722 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 10469 members Entering Unmasked Estep Score: -2019727.000000 Penalty: 4734.864258 Iteration 30Q: 3 clusters Score -2019727 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 10480 members Entering Unmasked Estep Score: -2019734.625000 Penalty: 4734.864258 Iteration 31Q: 3 clusters Score -2019735 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 10483 members Entering Unmasked Estep Score: -2019729.750000 Penalty: 4734.864258 Iteration 32Q: 3 clusters Score -2019730 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 10485 members Entering Unmasked Estep Score: -2019730.875000 Penalty: 4734.864258 Iteration 33Q: 3 clusters Score -2019731 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 10485 members Entering Unmasked Estep Score: -2019731.250000 Penalty: 4734.864258 Iteration 34Q: 3 clusters Score -2019731 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 10488 members Entering Unmasked Estep Score: -2019733.125000 Penalty: 4734.864258 Iteration 35Q: 3 clusters Score -2019733 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 10489 members Entering Unmasked Estep Score: -2019731.625000 Penalty: 4734.864258 Iteration 36Q: 3 clusters Score -2019732 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 10489 members Entering Unmasked Estep Score: -2019731.625000 Penalty: 4734.864258 Iteration 37F: 3 clusters Score -2019732 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (7102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7102 members Entering Unmasked Estep Score: -1050639.000000 Penalty: 2199.296631 Iteration 0F: 2 clusters Score -1050639 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -1044849.500000 Penalty: 4398.593262 Iteration 0F: 3 clusters Score -1044850 nChanged 2842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -1046454.437500 Penalty: 4398.593262 Iteration 1F: 3 clusters Score -1046454 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -1046767.125000 Penalty: 4398.593262 Iteration 2F: 3 clusters Score -1046767 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -1046968.250000 Penalty: 4398.593262 Iteration 3F: 3 clusters Score -1046968 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -1047111.750000 Penalty: 4398.593262 Iteration 4Q: 3 clusters Score -1047112 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -1047220.750000 Penalty: 4398.593262 Iteration 5Q: 3 clusters Score -1047221 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -1047296.875000 Penalty: 4398.593262 Iteration 6Q: 3 clusters Score -1047297 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -1047362.812500 Penalty: 4398.593262 Iteration 7Q: 3 clusters Score -1047363 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -1047413.812500 Penalty: 4398.593262 Iteration 8Q: 3 clusters Score -1047414 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -1047466.062500 Penalty: 4398.593262 Iteration 9Q: 3 clusters Score -1047466 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -1047510.000000 Penalty: 4398.593262 Iteration 10Q: 3 clusters Score -1047510 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -1047544.312500 Penalty: 4398.593262 Iteration 11Q: 3 clusters Score -1047544 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -1047593.312500 Penalty: 4398.593262 Iteration 12Q: 3 clusters Score -1047593 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -1047654.000000 Penalty: 4398.593262 Iteration 13Q: 3 clusters Score -1047654 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -1047719.937500 Penalty: 4398.593262 Iteration 14Q: 3 clusters Score -1047720 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -1047795.687500 Penalty: 4398.593262 Iteration 15Q: 3 clusters Score -1047796 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -1047860.125000 Penalty: 4398.593262 Iteration 16Q: 3 clusters Score -1047860 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -1047932.000000 Penalty: 4398.593262 Iteration 17Q: 3 clusters Score -1047932 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -1048004.062500 Penalty: 4398.593262 Iteration 18Q: 3 clusters Score -1048004 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1048091.937500 Penalty: 4398.593262 Iteration 19Q: 3 clusters Score -1048092 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -1048165.062500 Penalty: 4398.593262 Iteration 20F: 3 clusters Score -1048165 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -1048221.875000 Penalty: 4398.593262 Iteration 21Q: 3 clusters Score -1048222 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -1048280.750000 Penalty: 4398.593262 Iteration 22Q: 3 clusters Score -1048281 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -1048367.562500 Penalty: 4398.593262 Iteration 23Q: 3 clusters Score -1048368 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -1048442.687500 Penalty: 4398.593262 Iteration 24Q: 3 clusters Score -1048443 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -1048510.625000 Penalty: 4398.593262 Iteration 25Q: 3 clusters Score -1048511 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -1048573.000000 Penalty: 4398.593262 Iteration 26Q: 3 clusters Score -1048573 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -1048622.750000 Penalty: 4398.593262 Iteration 27Q: 3 clusters Score -1048623 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -1048665.250000 Penalty: 4398.593262 Iteration 28Q: 3 clusters Score -1048665 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -1048705.250000 Penalty: 4398.593262 Iteration 29Q: 3 clusters Score -1048705 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1048738.500000 Penalty: 4398.593262 Iteration 30Q: 3 clusters Score -1048738 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -1048767.625000 Penalty: 4398.593262 Iteration 31Q: 3 clusters Score -1048768 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -1048805.250000 Penalty: 4398.593262 Iteration 32Q: 3 clusters Score -1048805 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -1048824.625000 Penalty: 4398.593262 Iteration 33Q: 3 clusters Score -1048825 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -1048842.125000 Penalty: 4398.593262 Iteration 34Q: 3 clusters Score -1048842 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -1048864.875000 Penalty: 4398.593262 Iteration 35Q: 3 clusters Score -1048865 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -1048884.250000 Penalty: 4398.593262 Iteration 36Q: 3 clusters Score -1048884 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6276 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -1048901.125000 Penalty: 4398.593262 Iteration 37Q: 3 clusters Score -1048901 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1048909.750000 Penalty: 4398.593262 Iteration 38Q: 3 clusters Score -1048910 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -1048919.000000 Penalty: 4398.593262 Iteration 39Q: 3 clusters Score -1048919 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -1048923.875000 Penalty: 4398.593262 Iteration 40F: 3 clusters Score -1048924 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -1048933.125000 Penalty: 4398.593262 Iteration 41Q: 3 clusters Score -1048933 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6343 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -1048939.500000 Penalty: 4398.593262 Iteration 42Q: 3 clusters Score -1048940 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -1048946.250000 Penalty: 4398.593262 Iteration 43Q: 3 clusters Score -1048946 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -1048949.000000 Penalty: 4398.593262 Iteration 44Q: 3 clusters Score -1048949 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -1048953.125000 Penalty: 4398.593262 Iteration 45Q: 3 clusters Score -1048953 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -1048955.125000 Penalty: 4398.593262 Iteration 46Q: 3 clusters Score -1048955 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -1048957.875000 Penalty: 4398.593262 Iteration 47Q: 3 clusters Score -1048958 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -1048961.500000 Penalty: 4398.593262 Iteration 48Q: 3 clusters Score -1048962 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6379 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -1048966.375000 Penalty: 4398.593262 Iteration 49Q: 3 clusters Score -1048966 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -1048969.000000 Penalty: 4398.593262 Iteration 50Q: 3 clusters Score -1048969 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -1048969.750000 Penalty: 4398.593262 Iteration 51Q: 3 clusters Score -1048970 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6386 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -1048969.500000 Penalty: 4398.593262 Iteration 52Q: 3 clusters Score -1048970 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -1048972.375000 Penalty: 4398.593262 Iteration 53Q: 3 clusters Score -1048972 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -1048973.500000 Penalty: 4398.593262 Iteration 54Q: 3 clusters Score -1048974 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -1048977.375000 Penalty: 4398.593262 Iteration 55Q: 3 clusters Score -1048977 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6401 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -1048977.875000 Penalty: 4398.593262 Iteration 56Q: 3 clusters Score -1048978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -1048978.500000 Penalty: 4398.593262 Iteration 57Q: 3 clusters Score -1048978 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6407 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -1048981.375000 Penalty: 4398.593262 Iteration 58Q: 3 clusters Score -1048981 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -1048982.875000 Penalty: 4398.593262 Iteration 59Q: 3 clusters Score -1048983 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6414 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -1048984.625000 Penalty: 4398.593262 Iteration 60F: 3 clusters Score -1048985 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -1048986.250000 Penalty: 4398.593262 Iteration 61Q: 3 clusters Score -1048986 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -1048987.125000 Penalty: 4398.593262 Iteration 62Q: 3 clusters Score -1048987 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -1048988.125000 Penalty: 4398.593262 Iteration 63Q: 3 clusters Score -1048988 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -1048988.125000 Penalty: 4398.593262 Iteration 64F: 3 clusters Score -1048988 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (18621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18621 members Entering Unmasked Estep Score: -2697809.750000 Penalty: 2438.347412 Iteration 0F: 2 clusters Score -2697810 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9261 members Mstep: Class 2 contains 9360 members Entering Unmasked Estep Score: -2684634.000000 Penalty: 4876.694824 Iteration 0F: 3 clusters Score -2684634 nChanged 8169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8964 members Mstep: Class 2 contains 9657 members Entering Unmasked Estep Score: -2689265.750000 Penalty: 4876.694824 Iteration 1F: 3 clusters Score -2689266 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8654 members Mstep: Class 2 contains 9967 members Entering Unmasked Estep Score: -2689943.250000 Penalty: 4876.694824 Iteration 2F: 3 clusters Score -2689943 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8270 members Mstep: Class 2 contains 10351 members Entering Unmasked Estep Score: -2690711.000000 Penalty: 4876.694824 Iteration 3F: 3 clusters Score -2690711 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7798 members Mstep: Class 2 contains 10823 members Entering Unmasked Estep Score: -2691461.250000 Penalty: 4876.694824 Iteration 4F: 3 clusters Score -2691461 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 11392 members Entering Unmasked Estep Score: -2692237.750000 Penalty: 4876.694824 Iteration 5F: 3 clusters Score -2692238 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 12040 members Entering Unmasked Estep Score: -2693020.750000 Penalty: 4876.694824 Iteration 6F: 3 clusters Score -2693021 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 12599 members Entering Unmasked Estep Score: -2693764.000000 Penalty: 4876.694824 Iteration 7F: 3 clusters Score -2693764 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 12997 members Entering Unmasked Estep Score: -2694492.250000 Penalty: 4876.694824 Iteration 8Q: 3 clusters Score -2694492 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 13254 members Entering Unmasked Estep Score: -2695137.250000 Penalty: 4876.694824 Iteration 9Q: 3 clusters Score -2695137 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5242 members Mstep: Class 2 contains 13379 members Entering Unmasked Estep Score: -2695600.750000 Penalty: 4876.694824 Iteration 10Q: 3 clusters Score -2695601 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 13441 members Entering Unmasked Estep Score: -2696030.250000 Penalty: 4876.694824 Iteration 11Q: 3 clusters Score -2696030 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 13492 members Entering Unmasked Estep Score: -2696425.250000 Penalty: 4876.694824 Iteration 12Q: 3 clusters Score -2696425 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 13549 members Entering Unmasked Estep Score: -2696777.000000 Penalty: 4876.694824 Iteration 13Q: 3 clusters Score -2696777 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 13607 members Entering Unmasked Estep Score: -2697022.500000 Penalty: 4876.694824 Iteration 14Q: 3 clusters Score -2697022 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 13662 members Entering Unmasked Estep Score: -2697158.750000 Penalty: 4876.694824 Iteration 15Q: 3 clusters Score -2697159 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 13733 members Entering Unmasked Estep Score: -2697282.500000 Penalty: 4876.694824 Iteration 16Q: 3 clusters Score -2697282 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 13805 members Entering Unmasked Estep Score: -2697384.000000 Penalty: 4876.694824 Iteration 17Q: 3 clusters Score -2697384 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 13875 members Entering Unmasked Estep Score: -2697473.500000 Penalty: 4876.694824 Iteration 18Q: 3 clusters Score -2697474 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 13941 members Entering Unmasked Estep Score: -2697544.500000 Penalty: 4876.694824 Iteration 19Q: 3 clusters Score -2697544 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 14018 members Entering Unmasked Estep Score: -2697651.250000 Penalty: 4876.694824 Iteration 20F: 3 clusters Score -2697651 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 14092 members Entering Unmasked Estep Score: -2697742.250000 Penalty: 4876.694824 Iteration 21Q: 3 clusters Score -2697742 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 14157 members Entering Unmasked Estep Score: -2697821.500000 Penalty: 4876.694824 Iteration 22Q: 3 clusters Score -2697822 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 14224 members Entering Unmasked Estep Score: -2697895.250000 Penalty: 4876.694824 Iteration 23Q: 3 clusters Score -2697895 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 14284 members Entering Unmasked Estep Score: -2697940.000000 Penalty: 4876.694824 Iteration 24Q: 3 clusters Score -2697940 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 14332 members Entering Unmasked Estep Score: -2697950.500000 Penalty: 4876.694824 Iteration 25Q: 3 clusters Score -2697950 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 14371 members Entering Unmasked Estep Score: -2697971.000000 Penalty: 4876.694824 Iteration 26Q: 3 clusters Score -2697971 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 14399 members Entering Unmasked Estep Score: -2697984.000000 Penalty: 4876.694824 Iteration 27Q: 3 clusters Score -2697984 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 14423 members Entering Unmasked Estep Score: -2697987.500000 Penalty: 4876.694824 Iteration 28Q: 3 clusters Score -2697988 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 14445 members Entering Unmasked Estep Score: -2697996.250000 Penalty: 4876.694824 Iteration 29Q: 3 clusters Score -2697996 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 14460 members Entering Unmasked Estep Score: -2697994.750000 Penalty: 4876.694824 Iteration 30Q: 3 clusters Score -2697995 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 14469 members Entering Unmasked Estep Score: -2698000.500000 Penalty: 4876.694824 Iteration 31Q: 3 clusters Score -2698000 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 14475 members Entering Unmasked Estep Score: -2698000.750000 Penalty: 4876.694824 Iteration 32Q: 3 clusters Score -2698001 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 14476 members Entering Unmasked Estep Score: -2697998.250000 Penalty: 4876.694824 Iteration 33Q: 3 clusters Score -2697998 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 14478 members Entering Unmasked Estep Score: -2697996.000000 Penalty: 4876.694824 Iteration 34Q: 3 clusters Score -2697996 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 14480 members Entering Unmasked Estep Score: -2698000.250000 Penalty: 4876.694824 Iteration 35Q: 3 clusters Score -2698000 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 14480 members Entering Unmasked Estep Score: -2698000.250000 Penalty: 4876.694824 Iteration 36F: 3 clusters Score -2698000 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10046 members Mstep: Class 2 contains 6330 members Mstep: Class 3 contains 2145 members Mstep: Class 4 contains 1519 members Mstep: Class 5 contains 3205 members Mstep: Class 6 contains 30309 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 111 members Mstep: Class 9 contains 3599 members Mstep: Class 10 contains 5197 members Mstep: Class 11 contains 8837 members Mstep: Class 12 contains 6153 members Mstep: Class 13 contains 7319 members Mstep: Class 14 contains 23987 members Mstep: Class 15 contains 26275 members Mstep: Class 16 contains 82133 members Mstep: Class 17 contains 10332 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7320 members Mstep: Class 20 contains 72200 members Mstep: Class 21 contains 1813 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1228 members Mstep: Class 24 contains 1525 members Mstep: Class 25 contains 7696 members Mstep: Class 26 contains 3591 members Mstep: Class 27 contains 13990 members Mstep: Class 28 contains 7102 members Mstep: Class 29 contains 4141 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 71386 members Mstep: Class 32 contains 2563 members Mstep: Class 33 contains 236 members Mstep: Class 34 contains 211 members Mstep: Class 35 contains 601 members Mstep: Class 36 contains 3970 members Mstep: Class 37 contains 14480 members Entering Unmasked Estep Score: -65614400.000000 Penalty: 119321.156250 Splitting cluster 29 changes total score from -65613964.000000 to -65614400.000000 So it's getting split into cluster 37. Entering ConstructFrom: Trying to split cluster 30 (577 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Entering Unmasked Estep Score: -80414.421875 Penalty: 1576.744873 Iteration 0F: 2 clusters Score -80414.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -78967.492188 Penalty: 3153.489746 Iteration 0F: 3 clusters Score -78967.49 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -79172.343750 Penalty: 3153.489746 Iteration 1F: 3 clusters Score -79172.34 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -79230.890625 Penalty: 3153.489746 Iteration 2F: 3 clusters Score -79230.89 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -79293.710938 Penalty: 3153.489746 Iteration 3Q: 3 clusters Score -79293.71 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -79454.578125 Penalty: 3153.489746 Iteration 4F: 3 clusters Score -79454.58 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -79793.773438 Penalty: 3153.489746 Iteration 5F: 3 clusters Score -79793.77 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -80322.992188 Penalty: 3153.489746 Iteration 6F: 3 clusters Score -80322.99 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -80724.851562 Penalty: 3153.489746 Iteration 7F: 3 clusters Score -80724.85 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -80935.484375 Penalty: 3153.489746 Iteration 8Q: 3 clusters Score -80935.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -81004.695312 Penalty: 3153.489746 Iteration 9Q: 3 clusters Score -81004.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -81015.867188 Penalty: 3153.489746 Iteration 10Q: 3 clusters Score -81015.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -81018.109375 Penalty: 3153.489746 Iteration 11F: 3 clusters Score -81018.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -81101.359375 Penalty: 3153.489746 Iteration 12Q: 3 clusters Score -81101.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -81115.281250 Penalty: 3153.489746 Iteration 13Q: 3 clusters Score -81115.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -81115.281250 Penalty: 3153.489746 Iteration 14F: 3 clusters Score -81115.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10046 members Mstep: Class 2 contains 6330 members Mstep: Class 3 contains 2145 members Mstep: Class 4 contains 1519 members Mstep: Class 5 contains 3205 members Mstep: Class 6 contains 30309 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 111 members Mstep: Class 9 contains 3599 members Mstep: Class 10 contains 5197 members Mstep: Class 11 contains 8837 members Mstep: Class 12 contains 6153 members Mstep: Class 13 contains 7319 members Mstep: Class 14 contains 23987 members Mstep: Class 15 contains 26275 members Mstep: Class 16 contains 82133 members Mstep: Class 17 contains 10332 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7320 members Mstep: Class 20 contains 72200 members Mstep: Class 21 contains 1813 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1228 members Mstep: Class 24 contains 1525 members Mstep: Class 25 contains 7696 members Mstep: Class 26 contains 3591 members Mstep: Class 27 contains 13990 members Mstep: Class 28 contains 7102 members Mstep: Class 29 contains 4141 members Mstep: Class 30 contains 128 members Mstep: Class 31 contains 71386 members Mstep: Class 32 contains 2563 members Mstep: Class 33 contains 236 members Mstep: Class 34 contains 211 members Mstep: Class 35 contains 601 members Mstep: Class 36 contains 3970 members Mstep: Class 37 contains 14480 members Mstep: Class 38 contains 449 members Entering Unmasked Estep Score: -65613436.000000 Penalty: 122546.054688 Splitting cluster 30 changes total score from -65613964.000000 to -65613436.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 31 (71386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71386 members Entering Unmasked Estep Score: -11098718.000000 Penalty: 2771.612549 Iteration 0F: 2 clusters Score -1.109872e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35890 members Mstep: Class 2 contains 35496 members Entering Unmasked Estep Score: -11050640.000000 Penalty: 5543.225098 Iteration 0F: 3 clusters Score -1.105064e+07 nChanged 33356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37650 members Mstep: Class 2 contains 33736 members Entering Unmasked Estep Score: -11069479.000000 Penalty: 5543.225098 Iteration 1F: 3 clusters Score -1.106948e+07 nChanged 2389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38671 members Mstep: Class 2 contains 32715 members Entering Unmasked Estep Score: -11070103.000000 Penalty: 5543.225098 Iteration 2Q: 3 clusters Score -1.10701e+07 nChanged 2436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40179 members Mstep: Class 2 contains 31207 members Entering Unmasked Estep Score: -11070836.000000 Penalty: 5543.225098 Iteration 3Q: 3 clusters Score -1.107084e+07 nChanged 2830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42445 members Mstep: Class 2 contains 28941 members Entering Unmasked Estep Score: -11071865.000000 Penalty: 5543.225098 Iteration 4Q: 3 clusters Score -1.107186e+07 nChanged 3503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45690 members Mstep: Class 2 contains 25696 members Entering Unmasked Estep Score: -11073617.000000 Penalty: 5543.225098 Iteration 5Q: 3 clusters Score -1.107362e+07 nChanged 4439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50041 members Mstep: Class 2 contains 21345 members Entering Unmasked Estep Score: -11076603.000000 Penalty: 5543.225098 Iteration 6F: 3 clusters Score -1.10766e+07 nChanged 5535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55560 members Mstep: Class 2 contains 15826 members Entering Unmasked Estep Score: -11081355.000000 Penalty: 5543.225098 Iteration 7F: 3 clusters Score -1.108136e+07 nChanged 5875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61429 members Mstep: Class 2 contains 9957 members Entering Unmasked Estep Score: -11087093.000000 Penalty: 5543.225098 Iteration 8F: 3 clusters Score -1.108709e+07 nChanged 4612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66035 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -11091667.000000 Penalty: 5543.225098 Iteration 9F: 3 clusters Score -1.109167e+07 nChanged 2638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68671 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -11094115.000000 Penalty: 5543.225098 Iteration 10Q: 3 clusters Score -1.109412e+07 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69930 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -11095217.000000 Penalty: 5543.225098 Iteration 11Q: 3 clusters Score -1.109522e+07 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70454 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -11095710.000000 Penalty: 5543.225098 Iteration 12Q: 3 clusters Score -1.109571e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70695 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -11095942.000000 Penalty: 5543.225098 Iteration 13Q: 3 clusters Score -1.109594e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70822 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -11096073.000000 Penalty: 5543.225098 Iteration 14Q: 3 clusters Score -1.109607e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70883 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -11096193.000000 Penalty: 5543.225098 Iteration 15Q: 3 clusters Score -1.109619e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70917 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -11096252.000000 Penalty: 5543.225098 Iteration 16Q: 3 clusters Score -1.109625e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70932 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -11096292.000000 Penalty: 5543.225098 Iteration 17Q: 3 clusters Score -1.109629e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70944 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -11096325.000000 Penalty: 5543.225098 Iteration 18Q: 3 clusters Score -1.109632e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70959 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -11096336.000000 Penalty: 5543.225098 Iteration 19Q: 3 clusters Score -1.109634e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70967 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -11096337.000000 Penalty: 5543.225098 Iteration 20F: 3 clusters Score -1.109634e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70973 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -11096353.000000 Penalty: 5543.225098 Iteration 21Q: 3 clusters Score -1.109635e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70978 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -11096368.000000 Penalty: 5543.225098 Iteration 22Q: 3 clusters Score -1.109637e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70982 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -11096374.000000 Penalty: 5543.225098 Iteration 23Q: 3 clusters Score -1.109637e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70985 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -11096375.000000 Penalty: 5543.225098 Iteration 24Q: 3 clusters Score -1.109638e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70987 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -11096382.000000 Penalty: 5543.225098 Iteration 25Q: 3 clusters Score -1.109638e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70989 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -11096382.000000 Penalty: 5543.225098 Iteration 26Q: 3 clusters Score -1.109638e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70990 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -11096386.000000 Penalty: 5543.225098 Iteration 27Q: 3 clusters Score -1.109639e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70991 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -11096390.000000 Penalty: 5543.225098 Iteration 28Q: 3 clusters Score -1.109639e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70995 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -11096395.000000 Penalty: 5543.225098 Iteration 29Q: 3 clusters Score -1.10964e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70998 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -11096395.000000 Penalty: 5543.225098 Iteration 30Q: 3 clusters Score -1.10964e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70998 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -11096395.000000 Penalty: 5543.225098 Iteration 31F: 3 clusters Score -1.10964e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10046 members Mstep: Class 2 contains 6330 members Mstep: Class 3 contains 2145 members Mstep: Class 4 contains 1519 members Mstep: Class 5 contains 3205 members Mstep: Class 6 contains 30309 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 111 members Mstep: Class 9 contains 3599 members Mstep: Class 10 contains 5197 members Mstep: Class 11 contains 8837 members Mstep: Class 12 contains 6153 members Mstep: Class 13 contains 7319 members Mstep: Class 14 contains 23987 members Mstep: Class 15 contains 26275 members Mstep: Class 16 contains 82133 members Mstep: Class 17 contains 10332 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7320 members Mstep: Class 20 contains 72200 members Mstep: Class 21 contains 1813 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1228 members Mstep: Class 24 contains 1525 members Mstep: Class 25 contains 7696 members Mstep: Class 26 contains 3591 members Mstep: Class 27 contains 13990 members Mstep: Class 28 contains 7102 members Mstep: Class 29 contains 4141 members Mstep: Class 30 contains 577 members Mstep: Class 31 contains 71386 members Entering Unmasked Estep ConsiderDeletion Score: -65616244.000000 Penalty: 119321.156250 Iteration 79Q: 38 clusters Score -6.561624e+07 nChanged 2765 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 10213 members Mstep: Class 2 contains 6317 members Mstep: Class 3 contains 2106 members Mstep: Class 4 contains 1519 members Mstep: Class 5 contains 3431 members Mstep: Class 6 contains 30262 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 3601 members Mstep: Class 10 contains 5205 members Mstep: Class 11 contains 8827 members Mstep: Class 12 contains 6210 members Mstep: Class 13 contains 7301 members Mstep: Class 14 contains 24053 members Mstep: Class 15 contains 26247 members Mstep: Class 16 contains 82046 members Mstep: Class 17 contains 10393 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7285 members Mstep: Class 20 contains 72261 members Mstep: Class 21 contains 1830 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1382 members Mstep: Class 24 contains 1535 members Mstep: Class 25 contains 7703 members Mstep: Class 26 contains 3591 members Mstep: Class 27 contains 13847 members Mstep: Class 28 contains 7101 members Mstep: Class 29 contains 4395 members Mstep: Class 30 contains 578 members Mstep: Class 31 contains 71441 members Mstep: Class 32 contains 2505 members Mstep: Class 33 contains 237 members Mstep: Class 34 contains 210 members Mstep: Class 35 contains 588 members Mstep: Class 36 contains 3690 members Mstep: Class 37 contains 14099 members Entering Unmasked Estep ConsiderDeletion Score: -65618944.000000 Penalty: 119321.156250 Iteration 80F: 38 clusters Score -6.561894e+07 nChanged 2375 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 10010 members Mstep: Class 2 contains 6298 members Mstep: Class 3 contains 2126 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3525 members Mstep: Class 6 contains 30063 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 135 members Mstep: Class 9 contains 3604 members Mstep: Class 10 contains 5208 members Mstep: Class 11 contains 8809 members Mstep: Class 12 contains 6205 members Mstep: Class 13 contains 7232 members Mstep: Class 14 contains 24011 members Mstep: Class 15 contains 26265 members Mstep: Class 16 contains 81837 members Mstep: Class 17 contains 10318 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7262 members Mstep: Class 20 contains 72318 members Mstep: Class 21 contains 1830 members Mstep: Class 22 contains 565 members Mstep: Class 23 contains 1451 members Mstep: Class 24 contains 1527 members Mstep: Class 25 contains 7626 members Mstep: Class 26 contains 3573 members Mstep: Class 27 contains 13735 members Mstep: Class 28 contains 7062 members Mstep: Class 29 contains 4512 members Mstep: Class 30 contains 572 members Mstep: Class 31 contains 71496 members Mstep: Class 32 contains 2579 members Mstep: Class 33 contains 252 members Mstep: Class 34 contains 216 members Mstep: Class 35 contains 966 members Mstep: Class 36 contains 3855 members Mstep: Class 37 contains 14141 members Entering Unmasked Estep ConsiderDeletion Score: -65621284.000000 Penalty: 119321.156250 Iteration 81Q: 38 clusters Score -6.562128e+07 nChanged 1718 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9879 members Mstep: Class 2 contains 6284 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3589 members Mstep: Class 6 contains 29910 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 143 members Mstep: Class 9 contains 3606 members Mstep: Class 10 contains 5202 members Mstep: Class 11 contains 8802 members Mstep: Class 12 contains 6201 members Mstep: Class 13 contains 7222 members Mstep: Class 14 contains 23946 members Mstep: Class 15 contains 26289 members Mstep: Class 16 contains 81544 members Mstep: Class 17 contains 10264 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7249 members Mstep: Class 20 contains 72408 members Mstep: Class 21 contains 1831 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1480 members Mstep: Class 24 contains 1537 members Mstep: Class 25 contains 7579 members Mstep: Class 26 contains 3581 members Mstep: Class 27 contains 13650 members Mstep: Class 28 contains 7034 members Mstep: Class 29 contains 4594 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71519 members Mstep: Class 32 contains 2610 members Mstep: Class 33 contains 266 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 1327 members Mstep: Class 36 contains 3985 members Mstep: Class 37 contains 14137 members Entering Unmasked Estep ConsiderDeletion Score: -65622128.000000 Penalty: 119321.156250 Iteration 82Q: 38 clusters Score -6.562213e+07 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9780 members Mstep: Class 2 contains 6259 members Mstep: Class 3 contains 2225 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3620 members Mstep: Class 6 contains 29795 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 147 members Mstep: Class 9 contains 3607 members Mstep: Class 10 contains 5200 members Mstep: Class 11 contains 8790 members Mstep: Class 12 contains 6207 members Mstep: Class 13 contains 7218 members Mstep: Class 14 contains 23892 members Mstep: Class 15 contains 26321 members Mstep: Class 16 contains 81267 members Mstep: Class 17 contains 10214 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7233 members Mstep: Class 20 contains 72512 members Mstep: Class 21 contains 1828 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1496 members Mstep: Class 24 contains 1557 members Mstep: Class 25 contains 7540 members Mstep: Class 26 contains 3594 members Mstep: Class 27 contains 13583 members Mstep: Class 28 contains 7011 members Mstep: Class 29 contains 4668 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71557 members Mstep: Class 32 contains 2631 members Mstep: Class 33 contains 277 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 1611 members Mstep: Class 36 contains 4078 members Mstep: Class 37 contains 14116 members Entering Unmasked Estep ConsiderDeletion Score: -65622480.000000 Penalty: 119321.156250 Iteration 83Q: 38 clusters Score -6.562248e+07 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9708 members Mstep: Class 2 contains 6243 members Mstep: Class 3 contains 2279 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3638 members Mstep: Class 6 contains 29690 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 3607 members Mstep: Class 10 contains 5200 members Mstep: Class 11 contains 8792 members Mstep: Class 12 contains 6204 members Mstep: Class 13 contains 7218 members Mstep: Class 14 contains 23858 members Mstep: Class 15 contains 26354 members Mstep: Class 16 contains 81051 members Mstep: Class 17 contains 10171 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7207 members Mstep: Class 20 contains 72604 members Mstep: Class 21 contains 1821 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1509 members Mstep: Class 24 contains 1561 members Mstep: Class 25 contains 7519 members Mstep: Class 26 contains 3607 members Mstep: Class 27 contains 13531 members Mstep: Class 28 contains 6994 members Mstep: Class 29 contains 4714 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71593 members Mstep: Class 32 contains 2648 members Mstep: Class 33 contains 285 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 1827 members Mstep: Class 36 contains 4135 members Mstep: Class 37 contains 14118 members Entering Unmasked Estep ConsiderDeletion Score: -65622608.000000 Penalty: 119321.156250 Iteration 84Q: 38 clusters Score -6.562261e+07 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 6240 members Mstep: Class 3 contains 2328 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3647 members Mstep: Class 6 contains 29619 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 3605 members Mstep: Class 10 contains 5198 members Mstep: Class 11 contains 8786 members Mstep: Class 12 contains 6201 members Mstep: Class 13 contains 7231 members Mstep: Class 14 contains 23836 members Mstep: Class 15 contains 26388 members Mstep: Class 16 contains 80869 members Mstep: Class 17 contains 10144 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7186 members Mstep: Class 20 contains 72693 members Mstep: Class 21 contains 1819 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1516 members Mstep: Class 24 contains 1566 members Mstep: Class 25 contains 7506 members Mstep: Class 26 contains 3626 members Mstep: Class 27 contains 13487 members Mstep: Class 28 contains 6986 members Mstep: Class 29 contains 4749 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71606 members Mstep: Class 32 contains 2662 members Mstep: Class 33 contains 287 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 1965 members Mstep: Class 36 contains 4166 members Mstep: Class 37 contains 14119 members Entering Unmasked Estep ConsiderDeletion Score: -65622668.000000 Penalty: 119321.156250 Iteration 85Q: 38 clusters Score -6.562267e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9602 members Mstep: Class 2 contains 6240 members Mstep: Class 3 contains 2362 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3654 members Mstep: Class 6 contains 29570 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 154 members Mstep: Class 9 contains 3607 members Mstep: Class 10 contains 5186 members Mstep: Class 11 contains 8787 members Mstep: Class 12 contains 6197 members Mstep: Class 13 contains 7239 members Mstep: Class 14 contains 23820 members Mstep: Class 15 contains 26418 members Mstep: Class 16 contains 80750 members Mstep: Class 17 contains 10123 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7174 members Mstep: Class 20 contains 72758 members Mstep: Class 21 contains 1822 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1520 members Mstep: Class 24 contains 1578 members Mstep: Class 25 contains 7492 members Mstep: Class 26 contains 3642 members Mstep: Class 27 contains 13448 members Mstep: Class 28 contains 6972 members Mstep: Class 29 contains 4772 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71612 members Mstep: Class 32 contains 2668 members Mstep: Class 33 contains 289 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2057 members Mstep: Class 36 contains 4204 members Mstep: Class 37 contains 14117 members Entering Unmasked Estep ConsiderDeletion Score: -65622796.000000 Penalty: 119321.156250 Iteration 86Q: 38 clusters Score -6.56228e+07 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9570 members Mstep: Class 2 contains 6231 members Mstep: Class 3 contains 2382 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3660 members Mstep: Class 6 contains 29528 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 154 members Mstep: Class 9 contains 3604 members Mstep: Class 10 contains 5185 members Mstep: Class 11 contains 8790 members Mstep: Class 12 contains 6194 members Mstep: Class 13 contains 7256 members Mstep: Class 14 contains 23808 members Mstep: Class 15 contains 26453 members Mstep: Class 16 contains 80637 members Mstep: Class 17 contains 10102 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7161 members Mstep: Class 20 contains 72821 members Mstep: Class 21 contains 1820 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1519 members Mstep: Class 24 contains 1600 members Mstep: Class 25 contains 7480 members Mstep: Class 26 contains 3663 members Mstep: Class 27 contains 13410 members Mstep: Class 28 contains 6966 members Mstep: Class 29 contains 4790 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71622 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 295 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2123 members Mstep: Class 36 contains 4221 members Mstep: Class 37 contains 14118 members Entering Unmasked Estep ConsiderDeletion Score: -65622868.000000 Penalty: 119321.156250 Iteration 87Q: 38 clusters Score -6.562287e+07 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9555 members Mstep: Class 2 contains 6222 members Mstep: Class 3 contains 2406 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3664 members Mstep: Class 6 contains 29497 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 154 members Mstep: Class 9 contains 3605 members Mstep: Class 10 contains 5184 members Mstep: Class 11 contains 8790 members Mstep: Class 12 contains 6191 members Mstep: Class 13 contains 7267 members Mstep: Class 14 contains 23794 members Mstep: Class 15 contains 26488 members Mstep: Class 16 contains 80549 members Mstep: Class 17 contains 10087 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7150 members Mstep: Class 20 contains 72871 members Mstep: Class 21 contains 1820 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1516 members Mstep: Class 24 contains 1613 members Mstep: Class 25 contains 7470 members Mstep: Class 26 contains 3678 members Mstep: Class 27 contains 13371 members Mstep: Class 28 contains 6965 members Mstep: Class 29 contains 4794 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71638 members Mstep: Class 32 contains 2672 members Mstep: Class 33 contains 301 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2159 members Mstep: Class 36 contains 4234 members Mstep: Class 37 contains 14129 members Entering Unmasked Estep ConsiderDeletion Score: -65622984.000000 Penalty: 119321.156250 Iteration 88Q: 38 clusters Score -6.562298e+07 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9528 members Mstep: Class 2 contains 6227 members Mstep: Class 3 contains 2425 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3665 members Mstep: Class 6 contains 29476 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 154 members Mstep: Class 9 contains 3608 members Mstep: Class 10 contains 5185 members Mstep: Class 11 contains 8793 members Mstep: Class 12 contains 6187 members Mstep: Class 13 contains 7271 members Mstep: Class 14 contains 23766 members Mstep: Class 15 contains 26515 members Mstep: Class 16 contains 80468 members Mstep: Class 17 contains 10065 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7137 members Mstep: Class 20 contains 72931 members Mstep: Class 21 contains 1820 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1521 members Mstep: Class 24 contains 1621 members Mstep: Class 25 contains 7462 members Mstep: Class 26 contains 3687 members Mstep: Class 27 contains 13343 members Mstep: Class 28 contains 6960 members Mstep: Class 29 contains 4804 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71635 members Mstep: Class 32 contains 2673 members Mstep: Class 33 contains 302 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2184 members Mstep: Class 36 contains 4284 members Mstep: Class 37 contains 14137 members Entering Unmasked Estep ConsiderDeletion Score: -65623004.000000 Penalty: 119321.156250 Iteration 89Q: 38 clusters Score -6.5623e+07 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9508 members Mstep: Class 2 contains 6222 members Mstep: Class 3 contains 2444 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3666 members Mstep: Class 6 contains 29465 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 154 members Mstep: Class 9 contains 3607 members Mstep: Class 10 contains 5185 members Mstep: Class 11 contains 8793 members Mstep: Class 12 contains 6186 members Mstep: Class 13 contains 7266 members Mstep: Class 14 contains 23747 members Mstep: Class 15 contains 26537 members Mstep: Class 16 contains 80423 members Mstep: Class 17 contains 10044 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7124 members Mstep: Class 20 contains 72983 members Mstep: Class 21 contains 1816 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1524 members Mstep: Class 24 contains 1629 members Mstep: Class 25 contains 7456 members Mstep: Class 26 contains 3697 members Mstep: Class 27 contains 13321 members Mstep: Class 28 contains 6955 members Mstep: Class 29 contains 4829 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71620 members Mstep: Class 32 contains 2672 members Mstep: Class 33 contains 303 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2206 members Mstep: Class 36 contains 4310 members Mstep: Class 37 contains 14142 members Entering Unmasked Estep ConsiderDeletion Score: -65622996.000000 Penalty: 119321.156250 Iteration 90Q: 38 clusters Score -6.5623e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9488 members Mstep: Class 2 contains 6223 members Mstep: Class 3 contains 2458 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3666 members Mstep: Class 6 contains 29449 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 155 members Mstep: Class 9 contains 3610 members Mstep: Class 10 contains 5193 members Mstep: Class 11 contains 8788 members Mstep: Class 12 contains 6185 members Mstep: Class 13 contains 7255 members Mstep: Class 14 contains 23731 members Mstep: Class 15 contains 26564 members Mstep: Class 16 contains 80376 members Mstep: Class 17 contains 10024 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7108 members Mstep: Class 20 contains 73023 members Mstep: Class 21 contains 1817 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1529 members Mstep: Class 24 contains 1639 members Mstep: Class 25 contains 7446 members Mstep: Class 26 contains 3699 members Mstep: Class 27 contains 13300 members Mstep: Class 28 contains 6952 members Mstep: Class 29 contains 4854 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71617 members Mstep: Class 32 contains 2672 members Mstep: Class 33 contains 304 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2215 members Mstep: Class 36 contains 4338 members Mstep: Class 37 contains 14156 members Entering Unmasked Estep ConsiderDeletion Score: -65623072.000000 Penalty: 119321.156250 Iteration 91Q: 38 clusters Score -6.562307e+07 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9470 members Mstep: Class 2 contains 6216 members Mstep: Class 3 contains 2479 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3670 members Mstep: Class 6 contains 29437 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 156 members Mstep: Class 9 contains 3608 members Mstep: Class 10 contains 5202 members Mstep: Class 11 contains 8780 members Mstep: Class 12 contains 6180 members Mstep: Class 13 contains 7242 members Mstep: Class 14 contains 23719 members Mstep: Class 15 contains 26601 members Mstep: Class 16 contains 80335 members Mstep: Class 17 contains 10008 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7095 members Mstep: Class 20 contains 73060 members Mstep: Class 21 contains 1821 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1529 members Mstep: Class 24 contains 1659 members Mstep: Class 25 contains 7442 members Mstep: Class 26 contains 3703 members Mstep: Class 27 contains 13266 members Mstep: Class 28 contains 6951 members Mstep: Class 29 contains 4878 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71611 members Mstep: Class 32 contains 2670 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2233 members Mstep: Class 36 contains 4358 members Mstep: Class 37 contains 14150 members Entering Unmasked Estep ConsiderDeletion Score: -65623120.000000 Penalty: 119321.156250 Iteration 92Q: 38 clusters Score -6.562312e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9453 members Mstep: Class 2 contains 6217 members Mstep: Class 3 contains 2492 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3671 members Mstep: Class 6 contains 29422 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 156 members Mstep: Class 9 contains 3607 members Mstep: Class 10 contains 5207 members Mstep: Class 11 contains 8774 members Mstep: Class 12 contains 6173 members Mstep: Class 13 contains 7235 members Mstep: Class 14 contains 23710 members Mstep: Class 15 contains 26629 members Mstep: Class 16 contains 80291 members Mstep: Class 17 contains 9990 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7090 members Mstep: Class 20 contains 73095 members Mstep: Class 21 contains 1820 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1529 members Mstep: Class 24 contains 1687 members Mstep: Class 25 contains 7436 members Mstep: Class 26 contains 3704 members Mstep: Class 27 contains 13241 members Mstep: Class 28 contains 6952 members Mstep: Class 29 contains 4895 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71608 members Mstep: Class 32 contains 2670 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2243 members Mstep: Class 36 contains 4377 members Mstep: Class 37 contains 14155 members Entering Unmasked Estep ConsiderDeletion Score: -65623268.000000 Penalty: 119321.156250 Iteration 93Q: 38 clusters Score -6.562327e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9435 members Mstep: Class 2 contains 6210 members Mstep: Class 3 contains 2503 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3674 members Mstep: Class 6 contains 29418 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 156 members Mstep: Class 9 contains 3604 members Mstep: Class 10 contains 5208 members Mstep: Class 11 contains 8771 members Mstep: Class 12 contains 6166 members Mstep: Class 13 contains 7222 members Mstep: Class 14 contains 23704 members Mstep: Class 15 contains 26652 members Mstep: Class 16 contains 80252 members Mstep: Class 17 contains 9966 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7090 members Mstep: Class 20 contains 73134 members Mstep: Class 21 contains 1822 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1529 members Mstep: Class 24 contains 1722 members Mstep: Class 25 contains 7433 members Mstep: Class 26 contains 3709 members Mstep: Class 27 contains 13217 members Mstep: Class 28 contains 6948 members Mstep: Class 29 contains 4915 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71598 members Mstep: Class 32 contains 2670 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2254 members Mstep: Class 36 contains 4386 members Mstep: Class 37 contains 14161 members Entering Unmasked Estep ConsiderDeletion Score: -65623300.000000 Penalty: 119321.156250 Iteration 94Q: 38 clusters Score -6.56233e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9421 members Mstep: Class 2 contains 6205 members Mstep: Class 3 contains 2512 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3676 members Mstep: Class 6 contains 29406 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 157 members Mstep: Class 9 contains 3609 members Mstep: Class 10 contains 5209 members Mstep: Class 11 contains 8762 members Mstep: Class 12 contains 6156 members Mstep: Class 13 contains 7210 members Mstep: Class 14 contains 23700 members Mstep: Class 15 contains 26681 members Mstep: Class 16 contains 80221 members Mstep: Class 17 contains 9951 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7087 members Mstep: Class 20 contains 73164 members Mstep: Class 21 contains 1826 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1530 members Mstep: Class 24 contains 1754 members Mstep: Class 25 contains 7432 members Mstep: Class 26 contains 3714 members Mstep: Class 27 contains 13186 members Mstep: Class 28 contains 6947 members Mstep: Class 29 contains 4932 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71588 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2268 members Mstep: Class 36 contains 4393 members Mstep: Class 37 contains 14161 members Entering Unmasked Estep ConsiderDeletion Score: -65623324.000000 Penalty: 119321.156250 Iteration 95Q: 38 clusters Score -6.562332e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9414 members Mstep: Class 2 contains 6198 members Mstep: Class 3 contains 2516 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3679 members Mstep: Class 6 contains 29399 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 157 members Mstep: Class 9 contains 3611 members Mstep: Class 10 contains 5211 members Mstep: Class 11 contains 8752 members Mstep: Class 12 contains 6147 members Mstep: Class 13 contains 7188 members Mstep: Class 14 contains 23692 members Mstep: Class 15 contains 26711 members Mstep: Class 16 contains 80202 members Mstep: Class 17 contains 9941 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7086 members Mstep: Class 20 contains 73190 members Mstep: Class 21 contains 1827 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1533 members Mstep: Class 24 contains 1801 members Mstep: Class 25 contains 7429 members Mstep: Class 26 contains 3717 members Mstep: Class 27 contains 13157 members Mstep: Class 28 contains 6940 members Mstep: Class 29 contains 4940 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71582 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2282 members Mstep: Class 36 contains 4402 members Mstep: Class 37 contains 14154 members Entering Unmasked Estep ConsiderDeletion Score: -65623524.000000 Penalty: 119321.156250 Iteration 96Q: 38 clusters Score -6.562352e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9406 members Mstep: Class 2 contains 6193 members Mstep: Class 3 contains 2520 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3680 members Mstep: Class 6 contains 29393 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 157 members Mstep: Class 9 contains 3614 members Mstep: Class 10 contains 5209 members Mstep: Class 11 contains 8741 members Mstep: Class 12 contains 6139 members Mstep: Class 13 contains 7172 members Mstep: Class 14 contains 23682 members Mstep: Class 15 contains 26736 members Mstep: Class 16 contains 80182 members Mstep: Class 17 contains 9937 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7082 members Mstep: Class 20 contains 73218 members Mstep: Class 21 contains 1829 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1852 members Mstep: Class 25 contains 7427 members Mstep: Class 26 contains 3719 members Mstep: Class 27 contains 13136 members Mstep: Class 28 contains 6937 members Mstep: Class 29 contains 4942 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71570 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2292 members Mstep: Class 36 contains 4417 members Mstep: Class 37 contains 14142 members Entering Unmasked Estep ConsiderDeletion Score: -65623544.000000 Penalty: 119321.156250 Iteration 97Q: 38 clusters Score -6.562354e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9401 members Mstep: Class 2 contains 6183 members Mstep: Class 3 contains 2524 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3679 members Mstep: Class 6 contains 29383 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 157 members Mstep: Class 9 contains 3617 members Mstep: Class 10 contains 5211 members Mstep: Class 11 contains 8724 members Mstep: Class 12 contains 6132 members Mstep: Class 13 contains 7160 members Mstep: Class 14 contains 23677 members Mstep: Class 15 contains 26755 members Mstep: Class 16 contains 80160 members Mstep: Class 17 contains 9930 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7080 members Mstep: Class 20 contains 73241 members Mstep: Class 21 contains 1829 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1535 members Mstep: Class 24 contains 1920 members Mstep: Class 25 contains 7423 members Mstep: Class 26 contains 3720 members Mstep: Class 27 contains 13117 members Mstep: Class 28 contains 6935 members Mstep: Class 29 contains 4946 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71566 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2298 members Mstep: Class 36 contains 4426 members Mstep: Class 37 contains 14129 members Entering Unmasked Estep ConsiderDeletion Score: -65623608.000000 Penalty: 119321.156250 Iteration 98Q: 38 clusters Score -6.562361e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9403 members Mstep: Class 2 contains 6176 members Mstep: Class 3 contains 2536 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3678 members Mstep: Class 6 contains 29384 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 157 members Mstep: Class 9 contains 3621 members Mstep: Class 10 contains 5209 members Mstep: Class 11 contains 8706 members Mstep: Class 12 contains 6123 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23673 members Mstep: Class 15 contains 26767 members Mstep: Class 16 contains 80125 members Mstep: Class 17 contains 9924 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7074 members Mstep: Class 20 contains 73260 members Mstep: Class 21 contains 1828 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1535 members Mstep: Class 24 contains 1971 members Mstep: Class 25 contains 7423 members Mstep: Class 26 contains 3723 members Mstep: Class 27 contains 13109 members Mstep: Class 28 contains 6938 members Mstep: Class 29 contains 4947 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71557 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2308 members Mstep: Class 36 contains 4424 members Mstep: Class 37 contains 14122 members Entering Unmasked Estep ConsiderDeletion Score: -65623724.000000 Penalty: 119321.156250 Iteration 99Q: 38 clusters Score -6.562372e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 9404 members Mstep: Class 2 contains 6168 members Mstep: Class 3 contains 2544 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3681 members Mstep: Class 6 contains 29381 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 157 members Mstep: Class 9 contains 3623 members Mstep: Class 10 contains 5214 members Mstep: Class 11 contains 8686 members Mstep: Class 12 contains 6112 members Mstep: Class 13 contains 7155 members Mstep: Class 14 contains 23663 members Mstep: Class 15 contains 26777 members Mstep: Class 16 contains 80100 members Mstep: Class 17 contains 9916 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7067 members Mstep: Class 20 contains 73274 members Mstep: Class 21 contains 1830 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1535 members Mstep: Class 24 contains 2030 members Mstep: Class 25 contains 7423 members Mstep: Class 26 contains 3726 members Mstep: Class 27 contains 13097 members Mstep: Class 28 contains 6936 members Mstep: Class 29 contains 4953 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71551 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 4432 members Mstep: Class 37 contains 14108 members Entering Unmasked Estep ConsiderDeletion Score: -65623924.000000 Penalty: 119321.156250 Iteration 100F: 38 clusters Score -6.562392e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9405 members Mstep: Class 2 contains 6159 members Mstep: Class 3 contains 2548 members Mstep: Class 4 contains 1518 members Mstep: Class 5 contains 3682 members Mstep: Class 6 contains 29377 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 161 members Mstep: Class 9 contains 3625 members Mstep: Class 10 contains 5214 members Mstep: Class 11 contains 8676 members Mstep: Class 12 contains 6098 members Mstep: Class 13 contains 7148 members Mstep: Class 14 contains 23659 members Mstep: Class 15 contains 26783 members Mstep: Class 16 contains 80083 members Mstep: Class 17 contains 9907 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7065 members Mstep: Class 20 contains 73289 members Mstep: Class 21 contains 1834 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1535 members Mstep: Class 24 contains 2085 members Mstep: Class 25 contains 7418 members Mstep: Class 26 contains 3730 members Mstep: Class 27 contains 13097 members Mstep: Class 28 contains 6934 members Mstep: Class 29 contains 4955 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71542 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2324 members Mstep: Class 36 contains 4430 members Mstep: Class 37 contains 14098 members Entering Unmasked Estep ConsiderDeletion Score: -65624152.000000 Penalty: 119321.156250 Iteration 101Q: 38 clusters Score -6.562415e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9401 members Mstep: Class 2 contains 6152 members Mstep: Class 3 contains 2549 members Mstep: Class 4 contains 1517 members Mstep: Class 5 contains 3684 members Mstep: Class 6 contains 29376 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 162 members Mstep: Class 9 contains 3627 members Mstep: Class 10 contains 5215 members Mstep: Class 11 contains 8658 members Mstep: Class 12 contains 6088 members Mstep: Class 13 contains 7126 members Mstep: Class 14 contains 23656 members Mstep: Class 15 contains 26788 members Mstep: Class 16 contains 80066 members Mstep: Class 17 contains 9900 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7065 members Mstep: Class 20 contains 73304 members Mstep: Class 21 contains 1841 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1535 members Mstep: Class 24 contains 2163 members Mstep: Class 25 contains 7411 members Mstep: Class 26 contains 3732 members Mstep: Class 27 contains 13096 members Mstep: Class 28 contains 6934 members Mstep: Class 29 contains 4956 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71534 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2328 members Mstep: Class 36 contains 4434 members Mstep: Class 37 contains 14081 members Entering Unmasked Estep ConsiderDeletion Score: -65624224.000000 Penalty: 119321.156250 Iteration 102Q: 38 clusters Score -6.562422e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9402 members Mstep: Class 2 contains 6148 members Mstep: Class 3 contains 2550 members Mstep: Class 4 contains 1516 members Mstep: Class 5 contains 3684 members Mstep: Class 6 contains 29376 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 162 members Mstep: Class 9 contains 3630 members Mstep: Class 10 contains 5215 members Mstep: Class 11 contains 8629 members Mstep: Class 12 contains 6078 members Mstep: Class 13 contains 7100 members Mstep: Class 14 contains 23652 members Mstep: Class 15 contains 26798 members Mstep: Class 16 contains 80056 members Mstep: Class 17 contains 9891 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7065 members Mstep: Class 20 contains 73314 members Mstep: Class 21 contains 1847 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1535 members Mstep: Class 24 contains 2233 members Mstep: Class 25 contains 7401 members Mstep: Class 26 contains 3735 members Mstep: Class 27 contains 13089 members Mstep: Class 28 contains 6931 members Mstep: Class 29 contains 4955 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71531 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2332 members Mstep: Class 36 contains 4442 members Mstep: Class 37 contains 14082 members Entering Unmasked Estep ConsiderDeletion Score: -65624344.000000 Penalty: 119321.156250 Iteration 103Q: 38 clusters Score -6.562434e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9399 members Mstep: Class 2 contains 6146 members Mstep: Class 3 contains 2551 members Mstep: Class 4 contains 1516 members Mstep: Class 5 contains 3684 members Mstep: Class 6 contains 29374 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 162 members Mstep: Class 9 contains 3636 members Mstep: Class 10 contains 5213 members Mstep: Class 11 contains 8600 members Mstep: Class 12 contains 6066 members Mstep: Class 13 contains 7072 members Mstep: Class 14 contains 23650 members Mstep: Class 15 contains 26808 members Mstep: Class 16 contains 80060 members Mstep: Class 17 contains 9884 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7065 members Mstep: Class 20 contains 73329 members Mstep: Class 21 contains 1848 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1535 members Mstep: Class 24 contains 2318 members Mstep: Class 25 contains 7390 members Mstep: Class 26 contains 3736 members Mstep: Class 27 contains 13085 members Mstep: Class 28 contains 6929 members Mstep: Class 29 contains 4950 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71523 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2332 members Mstep: Class 36 contains 4449 members Mstep: Class 37 contains 14069 members Entering Unmasked Estep ConsiderDeletion Score: -65624556.000000 Penalty: 119321.156250 Iteration 104Q: 38 clusters Score -6.562456e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9396 members Mstep: Class 2 contains 6150 members Mstep: Class 3 contains 2552 members Mstep: Class 4 contains 1516 members Mstep: Class 5 contains 3685 members Mstep: Class 6 contains 29372 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 162 members Mstep: Class 9 contains 3641 members Mstep: Class 10 contains 5212 members Mstep: Class 11 contains 8575 members Mstep: Class 12 contains 6048 members Mstep: Class 13 contains 7059 members Mstep: Class 14 contains 23647 members Mstep: Class 15 contains 26819 members Mstep: Class 16 contains 80060 members Mstep: Class 17 contains 9873 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7064 members Mstep: Class 20 contains 73337 members Mstep: Class 21 contains 1839 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1535 members Mstep: Class 24 contains 2407 members Mstep: Class 25 contains 7383 members Mstep: Class 26 contains 3736 members Mstep: Class 27 contains 13080 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 4949 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71520 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2332 members Mstep: Class 36 contains 4453 members Mstep: Class 37 contains 14049 members Entering Unmasked Estep ConsiderDeletion Score: -65624708.000000 Penalty: 119321.156250 Iteration 105Q: 38 clusters Score -6.562471e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9397 members Mstep: Class 2 contains 6149 members Mstep: Class 3 contains 2551 members Mstep: Class 4 contains 1516 members Mstep: Class 5 contains 3684 members Mstep: Class 6 contains 29376 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 162 members Mstep: Class 9 contains 3641 members Mstep: Class 10 contains 5211 members Mstep: Class 11 contains 8543 members Mstep: Class 12 contains 6019 members Mstep: Class 13 contains 7054 members Mstep: Class 14 contains 23647 members Mstep: Class 15 contains 26830 members Mstep: Class 16 contains 80056 members Mstep: Class 17 contains 9859 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7064 members Mstep: Class 20 contains 73343 members Mstep: Class 21 contains 1841 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1535 members Mstep: Class 24 contains 2498 members Mstep: Class 25 contains 7382 members Mstep: Class 26 contains 3737 members Mstep: Class 27 contains 13072 members Mstep: Class 28 contains 6927 members Mstep: Class 29 contains 4956 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71516 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2332 members Mstep: Class 36 contains 4452 members Mstep: Class 37 contains 14029 members Entering Unmasked Estep ConsiderDeletion Score: -65624868.000000 Penalty: 119321.156250 Iteration 106Q: 38 clusters Score -6.562487e+07 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9394 members Mstep: Class 2 contains 6150 members Mstep: Class 3 contains 2553 members Mstep: Class 4 contains 1516 members Mstep: Class 5 contains 3685 members Mstep: Class 6 contains 29373 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 162 members Mstep: Class 9 contains 3644 members Mstep: Class 10 contains 5215 members Mstep: Class 11 contains 8505 members Mstep: Class 12 contains 5987 members Mstep: Class 13 contains 7049 members Mstep: Class 14 contains 23646 members Mstep: Class 15 contains 26839 members Mstep: Class 16 contains 80051 members Mstep: Class 17 contains 9842 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7062 members Mstep: Class 20 contains 73356 members Mstep: Class 21 contains 1844 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1535 members Mstep: Class 24 contains 2603 members Mstep: Class 25 contains 7371 members Mstep: Class 26 contains 3737 members Mstep: Class 27 contains 13066 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 4950 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71507 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2332 members Mstep: Class 36 contains 4457 members Mstep: Class 37 contains 14020 members Entering Unmasked Estep ConsiderDeletion Score: -65625160.000000 Penalty: 119321.156250 Iteration 107Q: 38 clusters Score -6.562516e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9398 members Mstep: Class 2 contains 6145 members Mstep: Class 3 contains 2556 members Mstep: Class 4 contains 1516 members Mstep: Class 5 contains 3687 members Mstep: Class 6 contains 29376 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 162 members Mstep: Class 9 contains 3645 members Mstep: Class 10 contains 5218 members Mstep: Class 11 contains 8465 members Mstep: Class 12 contains 5953 members Mstep: Class 13 contains 7054 members Mstep: Class 14 contains 23642 members Mstep: Class 15 contains 26848 members Mstep: Class 16 contains 80048 members Mstep: Class 17 contains 9826 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7058 members Mstep: Class 20 contains 73372 members Mstep: Class 21 contains 1852 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1535 members Mstep: Class 24 contains 2710 members Mstep: Class 25 contains 7353 members Mstep: Class 26 contains 3738 members Mstep: Class 27 contains 13055 members Mstep: Class 28 contains 6931 members Mstep: Class 29 contains 4944 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71501 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2330 members Mstep: Class 36 contains 4462 members Mstep: Class 37 contains 13999 members Entering Unmasked Estep ConsiderDeletion Score: -65625504.000000 Penalty: 119321.156250 Iteration 108Q: 38 clusters Score -6.56255e+07 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9397 members Mstep: Class 2 contains 6142 members Mstep: Class 3 contains 2556 members Mstep: Class 4 contains 1516 members Mstep: Class 5 contains 3687 members Mstep: Class 6 contains 29380 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 162 members Mstep: Class 9 contains 3651 members Mstep: Class 10 contains 5212 members Mstep: Class 11 contains 8410 members Mstep: Class 12 contains 5928 members Mstep: Class 13 contains 7070 members Mstep: Class 14 contains 23642 members Mstep: Class 15 contains 26856 members Mstep: Class 16 contains 80042 members Mstep: Class 17 contains 9808 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7057 members Mstep: Class 20 contains 73388 members Mstep: Class 21 contains 1867 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1535 members Mstep: Class 24 contains 2811 members Mstep: Class 25 contains 7333 members Mstep: Class 26 contains 3739 members Mstep: Class 27 contains 13051 members Mstep: Class 28 contains 6932 members Mstep: Class 29 contains 4937 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71492 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2335 members Mstep: Class 36 contains 4464 members Mstep: Class 37 contains 13979 members Entering Unmasked Estep ConsiderDeletion Score: -65626008.000000 Penalty: 119321.156250 Iteration 109Q: 38 clusters Score -6.562601e+07 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9393 members Mstep: Class 2 contains 6138 members Mstep: Class 3 contains 2557 members Mstep: Class 4 contains 1516 members Mstep: Class 5 contains 3687 members Mstep: Class 6 contains 29382 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 163 members Mstep: Class 9 contains 3648 members Mstep: Class 10 contains 5212 members Mstep: Class 11 contains 8346 members Mstep: Class 12 contains 5891 members Mstep: Class 13 contains 7081 members Mstep: Class 14 contains 23643 members Mstep: Class 15 contains 26868 members Mstep: Class 16 contains 80050 members Mstep: Class 17 contains 9776 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7055 members Mstep: Class 20 contains 73398 members Mstep: Class 21 contains 1877 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1535 members Mstep: Class 24 contains 2940 members Mstep: Class 25 contains 7311 members Mstep: Class 26 contains 3739 members Mstep: Class 27 contains 13043 members Mstep: Class 28 contains 6930 members Mstep: Class 29 contains 4935 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71487 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2342 members Mstep: Class 36 contains 4468 members Mstep: Class 37 contains 13968 members Entering Unmasked Estep ConsiderDeletion Score: -65626352.000000 Penalty: 119321.156250 Iteration 110Q: 38 clusters Score -6.562635e+07 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9394 members Mstep: Class 2 contains 6134 members Mstep: Class 3 contains 2562 members Mstep: Class 4 contains 1516 members Mstep: Class 5 contains 3686 members Mstep: Class 6 contains 29382 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 163 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5207 members Mstep: Class 11 contains 8268 members Mstep: Class 12 contains 5853 members Mstep: Class 13 contains 7102 members Mstep: Class 14 contains 23641 members Mstep: Class 15 contains 26882 members Mstep: Class 16 contains 80044 members Mstep: Class 17 contains 9739 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7053 members Mstep: Class 20 contains 73409 members Mstep: Class 21 contains 1852 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1535 members Mstep: Class 24 contains 3136 members Mstep: Class 25 contains 7290 members Mstep: Class 26 contains 3740 members Mstep: Class 27 contains 13031 members Mstep: Class 28 contains 6929 members Mstep: Class 29 contains 4930 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71480 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2347 members Mstep: Class 36 contains 4471 members Mstep: Class 37 contains 13956 members Entering Unmasked Estep ConsiderDeletion Score: -65626660.000000 Penalty: 119321.156250 Iteration 111Q: 38 clusters Score -6.562666e+07 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9392 members Mstep: Class 2 contains 6133 members Mstep: Class 3 contains 2566 members Mstep: Class 4 contains 1516 members Mstep: Class 5 contains 3686 members Mstep: Class 6 contains 29381 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 163 members Mstep: Class 9 contains 3646 members Mstep: Class 10 contains 5198 members Mstep: Class 11 contains 8198 members Mstep: Class 12 contains 5829 members Mstep: Class 13 contains 7102 members Mstep: Class 14 contains 23637 members Mstep: Class 15 contains 26897 members Mstep: Class 16 contains 80028 members Mstep: Class 17 contains 9696 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7053 members Mstep: Class 20 contains 73420 members Mstep: Class 21 contains 1842 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1535 members Mstep: Class 24 contains 3321 members Mstep: Class 25 contains 7269 members Mstep: Class 26 contains 3743 members Mstep: Class 27 contains 13018 members Mstep: Class 28 contains 6929 members Mstep: Class 29 contains 4927 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71476 members Mstep: Class 32 contains 2671 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2358 members Mstep: Class 36 contains 4477 members Mstep: Class 37 contains 13943 members Entering Unmasked Estep ConsiderDeletion Score: -65626724.000000 Penalty: 119321.156250 Iteration 112Q: 38 clusters Score -6.562672e+07 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 6126 members Mstep: Class 3 contains 2570 members Mstep: Class 4 contains 1516 members Mstep: Class 5 contains 3686 members Mstep: Class 6 contains 29384 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 163 members Mstep: Class 9 contains 3648 members Mstep: Class 10 contains 5191 members Mstep: Class 11 contains 8152 members Mstep: Class 12 contains 5794 members Mstep: Class 13 contains 7102 members Mstep: Class 14 contains 23635 members Mstep: Class 15 contains 26909 members Mstep: Class 16 contains 80007 members Mstep: Class 17 contains 9655 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7051 members Mstep: Class 20 contains 73432 members Mstep: Class 21 contains 1842 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1535 members Mstep: Class 24 contains 3472 members Mstep: Class 25 contains 7243 members Mstep: Class 26 contains 3744 members Mstep: Class 27 contains 13007 members Mstep: Class 28 contains 6930 members Mstep: Class 29 contains 4928 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71476 members Mstep: Class 32 contains 2672 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2362 members Mstep: Class 36 contains 4484 members Mstep: Class 37 contains 13947 members Entering Unmasked Estep ConsiderDeletion Score: -65626872.000000 Penalty: 119321.156250 Iteration 113Q: 38 clusters Score -6.562687e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9381 members Mstep: Class 2 contains 6121 members Mstep: Class 3 contains 2576 members Mstep: Class 4 contains 1516 members Mstep: Class 5 contains 3686 members Mstep: Class 6 contains 29386 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 163 members Mstep: Class 9 contains 3650 members Mstep: Class 10 contains 5188 members Mstep: Class 11 contains 8118 members Mstep: Class 12 contains 5774 members Mstep: Class 13 contains 7109 members Mstep: Class 14 contains 23634 members Mstep: Class 15 contains 26922 members Mstep: Class 16 contains 80000 members Mstep: Class 17 contains 9598 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7049 members Mstep: Class 20 contains 73443 members Mstep: Class 21 contains 1842 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1536 members Mstep: Class 24 contains 3555 members Mstep: Class 25 contains 7218 members Mstep: Class 26 contains 3744 members Mstep: Class 27 contains 12991 members Mstep: Class 28 contains 6931 members Mstep: Class 29 contains 4948 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71470 members Mstep: Class 32 contains 2673 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2363 members Mstep: Class 36 contains 4491 members Mstep: Class 37 contains 13974 members Entering Unmasked Estep ConsiderDeletion Score: -65627000.000000 Penalty: 119321.156250 Iteration 114Q: 38 clusters Score -6.5627e+07 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9378 members Mstep: Class 2 contains 6120 members Mstep: Class 3 contains 2577 members Mstep: Class 4 contains 1516 members Mstep: Class 5 contains 3686 members Mstep: Class 6 contains 29392 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 163 members Mstep: Class 9 contains 3653 members Mstep: Class 10 contains 5180 members Mstep: Class 11 contains 8088 members Mstep: Class 12 contains 5755 members Mstep: Class 13 contains 7111 members Mstep: Class 14 contains 23627 members Mstep: Class 15 contains 26928 members Mstep: Class 16 contains 79991 members Mstep: Class 17 contains 9554 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7043 members Mstep: Class 20 contains 73457 members Mstep: Class 21 contains 1839 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1538 members Mstep: Class 24 contains 3615 members Mstep: Class 25 contains 7195 members Mstep: Class 26 contains 3744 members Mstep: Class 27 contains 12985 members Mstep: Class 28 contains 6929 members Mstep: Class 29 contains 4978 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71466 members Mstep: Class 32 contains 2674 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2363 members Mstep: Class 36 contains 4502 members Mstep: Class 37 contains 14003 members Entering Unmasked Estep ConsiderDeletion Score: -65627056.000000 Penalty: 119321.156250 Iteration 115Q: 38 clusters Score -6.562706e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9373 members Mstep: Class 2 contains 6115 members Mstep: Class 3 contains 2576 members Mstep: Class 4 contains 1516 members Mstep: Class 5 contains 3686 members Mstep: Class 6 contains 29397 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 163 members Mstep: Class 9 contains 3655 members Mstep: Class 10 contains 5177 members Mstep: Class 11 contains 8067 members Mstep: Class 12 contains 5742 members Mstep: Class 13 contains 7114 members Mstep: Class 14 contains 23622 members Mstep: Class 15 contains 26941 members Mstep: Class 16 contains 79978 members Mstep: Class 17 contains 9510 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7043 members Mstep: Class 20 contains 73463 members Mstep: Class 21 contains 1836 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1538 members Mstep: Class 24 contains 3666 members Mstep: Class 25 contains 7184 members Mstep: Class 26 contains 3744 members Mstep: Class 27 contains 12974 members Mstep: Class 28 contains 6929 members Mstep: Class 29 contains 5008 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71468 members Mstep: Class 32 contains 2674 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4508 members Mstep: Class 37 contains 14019 members Entering Unmasked Estep ConsiderDeletion Score: -65627056.000000 Penalty: 119321.156250 Iteration 116Q: 38 clusters Score -6.562706e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9372 members Mstep: Class 2 contains 6110 members Mstep: Class 3 contains 2577 members Mstep: Class 4 contains 1516 members Mstep: Class 5 contains 3687 members Mstep: Class 6 contains 29398 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 163 members Mstep: Class 9 contains 3652 members Mstep: Class 10 contains 5174 members Mstep: Class 11 contains 8055 members Mstep: Class 12 contains 5734 members Mstep: Class 13 contains 7121 members Mstep: Class 14 contains 23616 members Mstep: Class 15 contains 26954 members Mstep: Class 16 contains 79968 members Mstep: Class 17 contains 9472 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7042 members Mstep: Class 20 contains 73469 members Mstep: Class 21 contains 1830 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1539 members Mstep: Class 24 contains 3708 members Mstep: Class 25 contains 7165 members Mstep: Class 26 contains 3744 members Mstep: Class 27 contains 12962 members Mstep: Class 28 contains 6930 members Mstep: Class 29 contains 5031 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71473 members Mstep: Class 32 contains 2674 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2365 members Mstep: Class 36 contains 4513 members Mstep: Class 37 contains 14036 members Entering Unmasked Estep ConsiderDeletion Score: -65627072.000000 Penalty: 119321.156250 Iteration 117Q: 38 clusters Score -6.562707e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9365 members Mstep: Class 2 contains 6106 members Mstep: Class 3 contains 2583 members Mstep: Class 4 contains 1515 members Mstep: Class 5 contains 3686 members Mstep: Class 6 contains 29397 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 163 members Mstep: Class 9 contains 3653 members Mstep: Class 10 contains 5172 members Mstep: Class 11 contains 8044 members Mstep: Class 12 contains 5722 members Mstep: Class 13 contains 7128 members Mstep: Class 14 contains 23612 members Mstep: Class 15 contains 26968 members Mstep: Class 16 contains 79957 members Mstep: Class 17 contains 9421 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7042 members Mstep: Class 20 contains 73472 members Mstep: Class 21 contains 1828 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1539 members Mstep: Class 24 contains 3742 members Mstep: Class 25 contains 7149 members Mstep: Class 26 contains 3745 members Mstep: Class 27 contains 12950 members Mstep: Class 28 contains 6930 members Mstep: Class 29 contains 5065 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71478 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2365 members Mstep: Class 36 contains 4518 members Mstep: Class 37 contains 14059 members Entering Unmasked Estep ConsiderDeletion Score: -65627104.000000 Penalty: 119321.156250 Iteration 118Q: 38 clusters Score -6.56271e+07 nChanged 165 Entering ConstructFrom: Score: -65627104.000000 Penalty: 119321.156250 Entering ConstructFrom: Trying to split cluster 1 (9363 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9363 members Entering Unmasked Estep Score: -1335566.750000 Penalty: 2267.841064 Iteration 0F: 2 clusters Score -1335567 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -1328374.875000 Penalty: 4535.682129 Iteration 0F: 3 clusters Score -1328375 nChanged 3843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -1330687.000000 Penalty: 4535.682129 Iteration 1F: 3 clusters Score -1330687 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -1331256.750000 Penalty: 4535.682129 Iteration 2F: 3 clusters Score -1331257 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -1331924.625000 Penalty: 4535.682129 Iteration 3F: 3 clusters Score -1331925 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -1332592.750000 Penalty: 4535.682129 Iteration 4F: 3 clusters Score -1332593 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5466 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -1333234.625000 Penalty: 4535.682129 Iteration 5F: 3 clusters Score -1333235 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -1333724.750000 Penalty: 4535.682129 Iteration 6F: 3 clusters Score -1333725 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -1334088.750000 Penalty: 4535.682129 Iteration 7F: 3 clusters Score -1334089 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -1334291.250000 Penalty: 4535.682129 Iteration 8Q: 3 clusters Score -1334291 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -1334405.000000 Penalty: 4535.682129 Iteration 9Q: 3 clusters Score -1334405 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -1334478.750000 Penalty: 4535.682129 Iteration 10Q: 3 clusters Score -1334479 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -1334527.500000 Penalty: 4535.682129 Iteration 11Q: 3 clusters Score -1334528 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6316 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -1334553.375000 Penalty: 4535.682129 Iteration 12Q: 3 clusters Score -1334553 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -1334575.875000 Penalty: 4535.682129 Iteration 13Q: 3 clusters Score -1334576 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -1334591.375000 Penalty: 4535.682129 Iteration 14Q: 3 clusters Score -1334591 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -1334610.000000 Penalty: 4535.682129 Iteration 15Q: 3 clusters Score -1334610 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -1334623.625000 Penalty: 4535.682129 Iteration 16Q: 3 clusters Score -1334624 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -1334636.875000 Penalty: 4535.682129 Iteration 17Q: 3 clusters Score -1334637 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -1334648.375000 Penalty: 4535.682129 Iteration 18Q: 3 clusters Score -1334648 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -1334663.750000 Penalty: 4535.682129 Iteration 19Q: 3 clusters Score -1334664 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -1334668.750000 Penalty: 4535.682129 Iteration 20F: 3 clusters Score -1334669 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6766 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -1334681.125000 Penalty: 4535.682129 Iteration 21Q: 3 clusters Score -1334681 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -1334692.000000 Penalty: 4535.682129 Iteration 22Q: 3 clusters Score -1334692 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6860 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -1334709.875000 Penalty: 4535.682129 Iteration 23Q: 3 clusters Score -1334710 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6900 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -1334721.750000 Penalty: 4535.682129 Iteration 24Q: 3 clusters Score -1334722 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6940 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -1334732.625000 Penalty: 4535.682129 Iteration 25Q: 3 clusters Score -1334733 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6978 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -1334748.500000 Penalty: 4535.682129 Iteration 26Q: 3 clusters Score -1334748 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7017 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -1334764.125000 Penalty: 4535.682129 Iteration 27Q: 3 clusters Score -1334764 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7052 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -1334771.000000 Penalty: 4535.682129 Iteration 28Q: 3 clusters Score -1334771 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7076 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -1334774.375000 Penalty: 4535.682129 Iteration 29Q: 3 clusters Score -1334774 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -1334782.000000 Penalty: 4535.682129 Iteration 30Q: 3 clusters Score -1334782 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -1334790.000000 Penalty: 4535.682129 Iteration 31Q: 3 clusters Score -1334790 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -1334794.125000 Penalty: 4535.682129 Iteration 32Q: 3 clusters Score -1334794 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7162 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -1334798.500000 Penalty: 4535.682129 Iteration 33Q: 3 clusters Score -1334798 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -1334799.750000 Penalty: 4535.682129 Iteration 34Q: 3 clusters Score -1334800 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7187 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -1334805.125000 Penalty: 4535.682129 Iteration 35Q: 3 clusters Score -1334805 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -1334805.125000 Penalty: 4535.682129 Iteration 36Q: 3 clusters Score -1334805 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7205 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -1334808.750000 Penalty: 4535.682129 Iteration 37Q: 3 clusters Score -1334809 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -1334814.125000 Penalty: 4535.682129 Iteration 38Q: 3 clusters Score -1334814 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -1334813.750000 Penalty: 4535.682129 Iteration 39Q: 3 clusters Score -1334814 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7231 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -1334817.625000 Penalty: 4535.682129 Iteration 40F: 3 clusters Score -1334818 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7237 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1334818.625000 Penalty: 4535.682129 Iteration 41Q: 3 clusters Score -1334819 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7241 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -1334816.250000 Penalty: 4535.682129 Iteration 42Q: 3 clusters Score -1334816 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -1334816.500000 Penalty: 4535.682129 Iteration 43Q: 3 clusters Score -1334816 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7251 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -1334818.250000 Penalty: 4535.682129 Iteration 44Q: 3 clusters Score -1334818 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7256 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -1334821.500000 Penalty: 4535.682129 Iteration 45Q: 3 clusters Score -1334822 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -1334822.625000 Penalty: 4535.682129 Iteration 46Q: 3 clusters Score -1334823 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7260 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -1334825.375000 Penalty: 4535.682129 Iteration 47Q: 3 clusters Score -1334825 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7264 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -1334825.000000 Penalty: 4535.682129 Iteration 48Q: 3 clusters Score -1334825 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7268 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -1334823.000000 Penalty: 4535.682129 Iteration 49Q: 3 clusters Score -1334823 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7272 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -1334823.750000 Penalty: 4535.682129 Iteration 50Q: 3 clusters Score -1334824 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -1334826.375000 Penalty: 4535.682129 Iteration 51Q: 3 clusters Score -1334826 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7281 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -1334824.625000 Penalty: 4535.682129 Iteration 52Q: 3 clusters Score -1334825 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7283 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -1334828.250000 Penalty: 4535.682129 Iteration 53Q: 3 clusters Score -1334828 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7286 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -1334825.500000 Penalty: 4535.682129 Iteration 54Q: 3 clusters Score -1334826 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7290 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -1334826.125000 Penalty: 4535.682129 Iteration 55Q: 3 clusters Score -1334826 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7294 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1334827.500000 Penalty: 4535.682129 Iteration 56Q: 3 clusters Score -1334828 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7297 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -1334826.125000 Penalty: 4535.682129 Iteration 57Q: 3 clusters Score -1334826 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7297 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -1334826.125000 Penalty: 4535.682129 Iteration 58F: 3 clusters Score -1334826 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (6103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Entering Unmasked Estep Score: -890850.437500 Penalty: 2161.700928 Iteration 0F: 2 clusters Score -890850.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -885632.750000 Penalty: 4323.401855 Iteration 0F: 3 clusters Score -885632.8 nChanged 2439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -886976.625000 Penalty: 4323.401855 Iteration 1F: 3 clusters Score -886976.6 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -887214.250000 Penalty: 4323.401855 Iteration 2F: 3 clusters Score -887214.2 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -887390.062500 Penalty: 4323.401855 Iteration 3F: 3 clusters Score -887390.1 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -887555.437500 Penalty: 4323.401855 Iteration 4Q: 3 clusters Score -887555.4 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -887756.375000 Penalty: 4323.401855 Iteration 5Q: 3 clusters Score -887756.4 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -887994.312500 Penalty: 4323.401855 Iteration 6Q: 3 clusters Score -887994.3 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -888269.062500 Penalty: 4323.401855 Iteration 7Q: 3 clusters Score -888269.1 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -888516.937500 Penalty: 4323.401855 Iteration 8Q: 3 clusters Score -888516.9 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -888731.375000 Penalty: 4323.401855 Iteration 9Q: 3 clusters Score -888731.4 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -888933.625000 Penalty: 4323.401855 Iteration 10Q: 3 clusters Score -888933.6 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -889093.500000 Penalty: 4323.401855 Iteration 11Q: 3 clusters Score -889093.5 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -889271.687500 Penalty: 4323.401855 Iteration 12Q: 3 clusters Score -889271.7 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -889450.375000 Penalty: 4323.401855 Iteration 13Q: 3 clusters Score -889450.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -889625.625000 Penalty: 4323.401855 Iteration 14Q: 3 clusters Score -889625.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -889774.500000 Penalty: 4323.401855 Iteration 15Q: 3 clusters Score -889774.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -889883.500000 Penalty: 4323.401855 Iteration 16Q: 3 clusters Score -889883.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -889953.500000 Penalty: 4323.401855 Iteration 17Q: 3 clusters Score -889953.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -889994.312500 Penalty: 4323.401855 Iteration 18Q: 3 clusters Score -889994.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -890022.375000 Penalty: 4323.401855 Iteration 19Q: 3 clusters Score -890022.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -890047.875000 Penalty: 4323.401855 Iteration 20F: 3 clusters Score -890047.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -890070.562500 Penalty: 4323.401855 Iteration 21Q: 3 clusters Score -890070.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -890085.437500 Penalty: 4323.401855 Iteration 22Q: 3 clusters Score -890085.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -890098.562500 Penalty: 4323.401855 Iteration 23Q: 3 clusters Score -890098.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -890107.312500 Penalty: 4323.401855 Iteration 24Q: 3 clusters Score -890107.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -890121.562500 Penalty: 4323.401855 Iteration 25Q: 3 clusters Score -890121.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -890130.625000 Penalty: 4323.401855 Iteration 26Q: 3 clusters Score -890130.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -890133.062500 Penalty: 4323.401855 Iteration 27Q: 3 clusters Score -890133.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -890133.625000 Penalty: 4323.401855 Iteration 28Q: 3 clusters Score -890133.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -890134.062500 Penalty: 4323.401855 Iteration 29Q: 3 clusters Score -890134.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -890134.625000 Penalty: 4323.401855 Iteration 30Q: 3 clusters Score -890134.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -890136.562500 Penalty: 4323.401855 Iteration 31Q: 3 clusters Score -890136.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -890136.312500 Penalty: 4323.401855 Iteration 32Q: 3 clusters Score -890136.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -890136.312500 Penalty: 4323.401855 Iteration 33F: 3 clusters Score -890136.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Entering Unmasked Estep Score: -372341.812500 Penalty: 1948.846924 Iteration 0F: 2 clusters Score -372341.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -369417.062500 Penalty: 3897.693848 Iteration 0F: 3 clusters Score -369417.1 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -370004.718750 Penalty: 3897.693848 Iteration 1F: 3 clusters Score -370004.7 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -370137.750000 Penalty: 3897.693848 Iteration 2F: 3 clusters Score -370137.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -370238.656250 Penalty: 3897.693848 Iteration 3Q: 3 clusters Score -370238.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -370335.906250 Penalty: 3897.693848 Iteration 4Q: 3 clusters Score -370335.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -370442.000000 Penalty: 3897.693848 Iteration 5Q: 3 clusters Score -370442 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -370534.593750 Penalty: 3897.693848 Iteration 6Q: 3 clusters Score -370534.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -370635.125000 Penalty: 3897.693848 Iteration 7Q: 3 clusters Score -370635.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -370689.906250 Penalty: 3897.693848 Iteration 8Q: 3 clusters Score -370689.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -370726.625000 Penalty: 3897.693848 Iteration 9Q: 3 clusters Score -370726.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -370753.656250 Penalty: 3897.693848 Iteration 10Q: 3 clusters Score -370753.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -370776.625000 Penalty: 3897.693848 Iteration 11Q: 3 clusters Score -370776.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -370799.000000 Penalty: 3897.693848 Iteration 12Q: 3 clusters Score -370799 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -370818.718750 Penalty: 3897.693848 Iteration 13Q: 3 clusters Score -370818.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -370836.375000 Penalty: 3897.693848 Iteration 14Q: 3 clusters Score -370836.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -370857.093750 Penalty: 3897.693848 Iteration 15Q: 3 clusters Score -370857.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -370875.406250 Penalty: 3897.693848 Iteration 16Q: 3 clusters Score -370875.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -370890.718750 Penalty: 3897.693848 Iteration 17Q: 3 clusters Score -370890.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -370901.281250 Penalty: 3897.693848 Iteration 18Q: 3 clusters Score -370901.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -370921.468750 Penalty: 3897.693848 Iteration 19Q: 3 clusters Score -370921.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -370941.156250 Penalty: 3897.693848 Iteration 20F: 3 clusters Score -370941.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -370962.531250 Penalty: 3897.693848 Iteration 21Q: 3 clusters Score -370962.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -370982.000000 Penalty: 3897.693848 Iteration 22Q: 3 clusters Score -370982 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -370996.593750 Penalty: 3897.693848 Iteration 23Q: 3 clusters Score -370996.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -371004.156250 Penalty: 3897.693848 Iteration 24Q: 3 clusters Score -371004.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -371009.937500 Penalty: 3897.693848 Iteration 25Q: 3 clusters Score -371009.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -371014.031250 Penalty: 3897.693848 Iteration 26Q: 3 clusters Score -371014 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -371023.687500 Penalty: 3897.693848 Iteration 27Q: 3 clusters Score -371023.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -371031.906250 Penalty: 3897.693848 Iteration 28Q: 3 clusters Score -371031.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -371040.031250 Penalty: 3897.693848 Iteration 29Q: 3 clusters Score -371040 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -371045.656250 Penalty: 3897.693848 Iteration 30Q: 3 clusters Score -371045.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -371046.906250 Penalty: 3897.693848 Iteration 31Q: 3 clusters Score -371046.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -371051.093750 Penalty: 3897.693848 Iteration 32Q: 3 clusters Score -371051.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -371055.125000 Penalty: 3897.693848 Iteration 33Q: 3 clusters Score -371055.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -371056.812500 Penalty: 3897.693848 Iteration 34Q: 3 clusters Score -371056.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -371058.468750 Penalty: 3897.693848 Iteration 35Q: 3 clusters Score -371058.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -371060.843750 Penalty: 3897.693848 Iteration 36Q: 3 clusters Score -371060.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -371064.156250 Penalty: 3897.693848 Iteration 37Q: 3 clusters Score -371064.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -371067.500000 Penalty: 3897.693848 Iteration 38Q: 3 clusters Score -371067.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -371070.687500 Penalty: 3897.693848 Iteration 39Q: 3 clusters Score -371070.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -371074.000000 Penalty: 3897.693848 Iteration 40F: 3 clusters Score -371074 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -371077.718750 Penalty: 3897.693848 Iteration 41Q: 3 clusters Score -371077.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -371080.718750 Penalty: 3897.693848 Iteration 42Q: 3 clusters Score -371080.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -371083.718750 Penalty: 3897.693848 Iteration 43Q: 3 clusters Score -371083.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -371087.406250 Penalty: 3897.693848 Iteration 44Q: 3 clusters Score -371087.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -371088.062500 Penalty: 3897.693848 Iteration 45Q: 3 clusters Score -371088.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -371089.312500 Penalty: 3897.693848 Iteration 46Q: 3 clusters Score -371089.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -371089.312500 Penalty: 3897.693848 Iteration 47F: 3 clusters Score -371089.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1514 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Entering Unmasked Estep Score: -224156.187500 Penalty: 1815.982544 Iteration 0F: 2 clusters Score -224156.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -221925.718750 Penalty: 3631.965088 Iteration 0F: 3 clusters Score -221925.7 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -222361.218750 Penalty: 3631.965088 Iteration 1F: 3 clusters Score -222361.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -222695.437500 Penalty: 3631.965088 Iteration 2F: 3 clusters Score -222695.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -223029.562500 Penalty: 3631.965088 Iteration 3F: 3 clusters Score -223029.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -223315.343750 Penalty: 3631.965088 Iteration 4F: 3 clusters Score -223315.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -223465.921875 Penalty: 3631.965088 Iteration 5F: 3 clusters Score -223465.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -223539.625000 Penalty: 3631.965088 Iteration 6Q: 3 clusters Score -223539.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -223580.750000 Penalty: 3631.965088 Iteration 7Q: 3 clusters Score -223580.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -223604.656250 Penalty: 3631.965088 Iteration 8Q: 3 clusters Score -223604.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -223616.828125 Penalty: 3631.965088 Iteration 9Q: 3 clusters Score -223616.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -223622.015625 Penalty: 3631.965088 Iteration 10Q: 3 clusters Score -223622 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -223626.906250 Penalty: 3631.965088 Iteration 11Q: 3 clusters Score -223626.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -223632.656250 Penalty: 3631.965088 Iteration 12Q: 3 clusters Score -223632.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -223632.656250 Penalty: 3631.965088 Iteration 13F: 3 clusters Score -223632.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3686 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Entering Unmasked Estep Score: -562136.312500 Penalty: 2036.649780 Iteration 0F: 2 clusters Score -562136.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -558422.312500 Penalty: 4073.299561 Iteration 0F: 3 clusters Score -558422.3 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -559253.937500 Penalty: 4073.299561 Iteration 1F: 3 clusters Score -559253.9 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -559429.125000 Penalty: 4073.299561 Iteration 2F: 3 clusters Score -559429.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -559534.687500 Penalty: 4073.299561 Iteration 3Q: 3 clusters Score -559534.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -559605.625000 Penalty: 4073.299561 Iteration 4Q: 3 clusters Score -559605.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -559650.187500 Penalty: 4073.299561 Iteration 5Q: 3 clusters Score -559650.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -559692.000000 Penalty: 4073.299561 Iteration 6Q: 3 clusters Score -559692 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -559724.062500 Penalty: 4073.299561 Iteration 7Q: 3 clusters Score -559724.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -559750.562500 Penalty: 4073.299561 Iteration 8Q: 3 clusters Score -559750.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -559779.625000 Penalty: 4073.299561 Iteration 9Q: 3 clusters Score -559779.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -559809.125000 Penalty: 4073.299561 Iteration 10Q: 3 clusters Score -559809.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -559847.125000 Penalty: 4073.299561 Iteration 11Q: 3 clusters Score -559847.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -559882.875000 Penalty: 4073.299561 Iteration 12Q: 3 clusters Score -559882.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -559927.812500 Penalty: 4073.299561 Iteration 13Q: 3 clusters Score -559927.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -559966.437500 Penalty: 4073.299561 Iteration 14Q: 3 clusters Score -559966.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -560009.750000 Penalty: 4073.299561 Iteration 15Q: 3 clusters Score -560009.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -560060.250000 Penalty: 4073.299561 Iteration 16Q: 3 clusters Score -560060.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -560138.062500 Penalty: 4073.299561 Iteration 17Q: 3 clusters Score -560138.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -560270.062500 Penalty: 4073.299561 Iteration 18Q: 3 clusters Score -560270.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -560513.250000 Penalty: 4073.299561 Iteration 19Q: 3 clusters Score -560513.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -560882.375000 Penalty: 4073.299561 Iteration 20F: 3 clusters Score -560882.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -561329.750000 Penalty: 4073.299561 Iteration 21Q: 3 clusters Score -561329.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -561539.312500 Penalty: 4073.299561 Iteration 22Q: 3 clusters Score -561539.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -561626.062500 Penalty: 4073.299561 Iteration 23Q: 3 clusters Score -561626.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -561668.625000 Penalty: 4073.299561 Iteration 24Q: 3 clusters Score -561668.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -561682.000000 Penalty: 4073.299561 Iteration 25Q: 3 clusters Score -561682 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -561688.312500 Penalty: 4073.299561 Iteration 26Q: 3 clusters Score -561688.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -561690.375000 Penalty: 4073.299561 Iteration 27Q: 3 clusters Score -561690.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -561691.750000 Penalty: 4073.299561 Iteration 28Q: 3 clusters Score -561691.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -561691.750000 Penalty: 4073.299561 Iteration 29F: 3 clusters Score -561691.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (29396 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29396 members Entering Unmasked Estep Score: -4341636.500000 Penalty: 2551.576416 Iteration 0F: 2 clusters Score -4341636 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14950 members Mstep: Class 2 contains 14446 members Entering Unmasked Estep Score: -4321549.500000 Penalty: 5103.152832 Iteration 0F: 3 clusters Score -4321550 nChanged 13213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16549 members Mstep: Class 2 contains 12847 members Entering Unmasked Estep Score: -4328962.000000 Penalty: 5103.152832 Iteration 1F: 3 clusters Score -4328962 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17591 members Mstep: Class 2 contains 11805 members Entering Unmasked Estep Score: -4329740.500000 Penalty: 5103.152832 Iteration 2F: 3 clusters Score -4329740 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18902 members Mstep: Class 2 contains 10494 members Entering Unmasked Estep Score: -4330700.000000 Penalty: 5103.152832 Iteration 3F: 3 clusters Score -4330700 nChanged 1759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20463 members Mstep: Class 2 contains 8933 members Entering Unmasked Estep Score: -4331845.500000 Penalty: 5103.152832 Iteration 4F: 3 clusters Score -4331846 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22343 members Mstep: Class 2 contains 7053 members Entering Unmasked Estep Score: -4333362.500000 Penalty: 5103.152832 Iteration 5F: 3 clusters Score -4333362 nChanged 2003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24278 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -4335017.000000 Penalty: 5103.152832 Iteration 6F: 3 clusters Score -4335017 nChanged 1798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26046 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -4336624.500000 Penalty: 5103.152832 Iteration 7F: 3 clusters Score -4336624 nChanged 1381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27403 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -4337923.500000 Penalty: 5103.152832 Iteration 8Q: 3 clusters Score -4337924 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28227 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -4338698.000000 Penalty: 5103.152832 Iteration 9Q: 3 clusters Score -4338698 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28604 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -4339028.500000 Penalty: 5103.152832 Iteration 10Q: 3 clusters Score -4339028 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28800 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -4339239.500000 Penalty: 5103.152832 Iteration 11Q: 3 clusters Score -4339240 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28903 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -4339369.000000 Penalty: 5103.152832 Iteration 12Q: 3 clusters Score -4339369 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28964 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -4339447.000000 Penalty: 5103.152832 Iteration 13Q: 3 clusters Score -4339447 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28999 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -4339483.000000 Penalty: 5103.152832 Iteration 14Q: 3 clusters Score -4339483 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29014 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -4339495.000000 Penalty: 5103.152832 Iteration 15Q: 3 clusters Score -4339495 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29031 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -4339517.500000 Penalty: 5103.152832 Iteration 16Q: 3 clusters Score -4339518 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29041 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -4339532.000000 Penalty: 5103.152832 Iteration 17Q: 3 clusters Score -4339532 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29049 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -4339537.500000 Penalty: 5103.152832 Iteration 18Q: 3 clusters Score -4339538 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29056 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -4339545.000000 Penalty: 5103.152832 Iteration 19Q: 3 clusters Score -4339545 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29059 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -4339545.500000 Penalty: 5103.152832 Iteration 20F: 3 clusters Score -4339546 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29062 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -4339545.500000 Penalty: 5103.152832 Iteration 21Q: 3 clusters Score -4339546 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29066 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -4339552.500000 Penalty: 5103.152832 Iteration 22Q: 3 clusters Score -4339552 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29070 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -4339552.000000 Penalty: 5103.152832 Iteration 23Q: 3 clusters Score -4339552 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29073 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -4339558.500000 Penalty: 5103.152832 Iteration 24Q: 3 clusters Score -4339558 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29076 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -4339562.500000 Penalty: 5103.152832 Iteration 25Q: 3 clusters Score -4339562 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29079 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -4339569.000000 Penalty: 5103.152832 Iteration 26Q: 3 clusters Score -4339569 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29080 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -4339572.500000 Penalty: 5103.152832 Iteration 27Q: 3 clusters Score -4339572 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29081 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -4339570.000000 Penalty: 5103.152832 Iteration 28Q: 3 clusters Score -4339570 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29081 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -4339570.000000 Penalty: 5103.152832 Iteration 29F: 3 clusters Score -4339570 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Entering Unmasked Estep Score: -81553.531250 Penalty: 1577.174316 Iteration 0F: 2 clusters Score -81553.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -80066.554688 Penalty: 3154.348633 Iteration 0F: 3 clusters Score -80066.55 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -80357.242188 Penalty: 3154.348633 Iteration 1F: 3 clusters Score -80357.24 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -80535.968750 Penalty: 3154.348633 Iteration 2F: 3 clusters Score -80535.97 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -80612.046875 Penalty: 3154.348633 Iteration 3F: 3 clusters Score -80612.05 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -80696.304688 Penalty: 3154.348633 Iteration 4Q: 3 clusters Score -80696.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -80790.914062 Penalty: 3154.348633 Iteration 5Q: 3 clusters Score -80790.91 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -80892.031250 Penalty: 3154.348633 Iteration 6Q: 3 clusters Score -80892.03 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -80969.429688 Penalty: 3154.348633 Iteration 7Q: 3 clusters Score -80969.43 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -81041.617188 Penalty: 3154.348633 Iteration 8Q: 3 clusters Score -81041.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -81152.617188 Penalty: 3154.348633 Iteration 9Q: 3 clusters Score -81152.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -81267.281250 Penalty: 3154.348633 Iteration 10Q: 3 clusters Score -81267.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -81284.367188 Penalty: 3154.348633 Iteration 11Q: 3 clusters Score -81284.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -81287.710938 Penalty: 3154.348633 Iteration 12Q: 3 clusters Score -81287.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -81293.718750 Penalty: 3154.348633 Iteration 13Q: 3 clusters Score -81293.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -81296.476562 Penalty: 3154.348633 Iteration 14Q: 3 clusters Score -81296.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -81297.906250 Penalty: 3154.348633 Iteration 15F: 3 clusters Score -81297.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -81310.093750 Penalty: 3154.348633 Iteration 16Q: 3 clusters Score -81310.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -81420.250000 Penalty: 3154.348633 Iteration 17Q: 3 clusters Score -81420.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -81434.742188 Penalty: 3154.348633 Iteration 18Q: 3 clusters Score -81434.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -81438.539062 Penalty: 3154.348633 Iteration 19Q: 3 clusters Score -81438.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -81438.539062 Penalty: 3154.348633 Iteration 20F: 3 clusters Score -81438.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Entering Unmasked Estep Score: -16036.884766 Penalty: 1264.766846 Iteration 0F: 2 clusters Score -16036.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -15081.233398 Penalty: 2529.533691 Iteration 0F: 3 clusters Score -15081.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -15185.500000 Penalty: 2529.533691 Iteration 1F: 3 clusters Score -15185.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -15225.692383 Penalty: 2529.533691 Iteration 2F: 3 clusters Score -15225.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -15248.152344 Penalty: 2529.533691 Iteration 3Q: 3 clusters Score -15248.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -15276.825195 Penalty: 2529.533691 Iteration 4Q: 3 clusters Score -15276.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -15287.886719 Penalty: 2529.533691 Iteration 5Q: 3 clusters Score -15287.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -15292.606445 Penalty: 2529.533691 Iteration 6Q: 3 clusters Score -15292.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -15292.606445 Penalty: 2529.533691 Iteration 7F: 3 clusters Score -15292.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3653 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Entering Unmasked Estep Score: -525866.250000 Penalty: 2034.419434 Iteration 0F: 2 clusters Score -525866.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -522224.875000 Penalty: 4068.838867 Iteration 0F: 3 clusters Score -522224.9 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -523064.406250 Penalty: 4068.838867 Iteration 1F: 3 clusters Score -523064.4 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -523277.843750 Penalty: 4068.838867 Iteration 2F: 3 clusters Score -523277.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -523401.156250 Penalty: 4068.838867 Iteration 3Q: 3 clusters Score -523401.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -523495.843750 Penalty: 4068.838867 Iteration 4Q: 3 clusters Score -523495.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -523575.375000 Penalty: 4068.838867 Iteration 5Q: 3 clusters Score -523575.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -523625.843750 Penalty: 4068.838867 Iteration 6Q: 3 clusters Score -523625.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -523661.093750 Penalty: 4068.838867 Iteration 7Q: 3 clusters Score -523661.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -523689.312500 Penalty: 4068.838867 Iteration 8Q: 3 clusters Score -523689.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -523716.843750 Penalty: 4068.838867 Iteration 9Q: 3 clusters Score -523716.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -523741.968750 Penalty: 4068.838867 Iteration 10Q: 3 clusters Score -523742 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -523765.281250 Penalty: 4068.838867 Iteration 11Q: 3 clusters Score -523765.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -523782.218750 Penalty: 4068.838867 Iteration 12Q: 3 clusters Score -523782.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -523792.250000 Penalty: 4068.838867 Iteration 13Q: 3 clusters Score -523792.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -523799.750000 Penalty: 4068.838867 Iteration 14Q: 3 clusters Score -523799.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -523809.593750 Penalty: 4068.838867 Iteration 15Q: 3 clusters Score -523809.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -523823.562500 Penalty: 4068.838867 Iteration 16Q: 3 clusters Score -523823.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -523840.750000 Penalty: 4068.838867 Iteration 17Q: 3 clusters Score -523840.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -523859.625000 Penalty: 4068.838867 Iteration 18Q: 3 clusters Score -523859.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -523879.125000 Penalty: 4068.838867 Iteration 19Q: 3 clusters Score -523879.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -523892.000000 Penalty: 4068.838867 Iteration 20F: 3 clusters Score -523892 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -523901.687500 Penalty: 4068.838867 Iteration 21Q: 3 clusters Score -523901.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -523909.312500 Penalty: 4068.838867 Iteration 22Q: 3 clusters Score -523909.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -523915.781250 Penalty: 4068.838867 Iteration 23Q: 3 clusters Score -523915.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -523918.843750 Penalty: 4068.838867 Iteration 24Q: 3 clusters Score -523918.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -523922.562500 Penalty: 4068.838867 Iteration 25Q: 3 clusters Score -523922.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -523926.250000 Penalty: 4068.838867 Iteration 26Q: 3 clusters Score -523926.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -523928.562500 Penalty: 4068.838867 Iteration 27Q: 3 clusters Score -523928.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -523932.281250 Penalty: 4068.838867 Iteration 28Q: 3 clusters Score -523932.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -523934.937500 Penalty: 4068.838867 Iteration 29Q: 3 clusters Score -523934.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -523936.218750 Penalty: 4068.838867 Iteration 30Q: 3 clusters Score -523936.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -523938.843750 Penalty: 4068.838867 Iteration 31Q: 3 clusters Score -523938.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -523940.593750 Penalty: 4068.838867 Iteration 32Q: 3 clusters Score -523940.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -523943.125000 Penalty: 4068.838867 Iteration 33Q: 3 clusters Score -523943.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -523944.468750 Penalty: 4068.838867 Iteration 34Q: 3 clusters Score -523944.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -523945.156250 Penalty: 4068.838867 Iteration 35Q: 3 clusters Score -523945.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -523947.781250 Penalty: 4068.838867 Iteration 36Q: 3 clusters Score -523947.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -523948.843750 Penalty: 4068.838867 Iteration 37Q: 3 clusters Score -523948.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -523949.250000 Penalty: 4068.838867 Iteration 38Q: 3 clusters Score -523949.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -523950.250000 Penalty: 4068.838867 Iteration 39Q: 3 clusters Score -523950.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -523950.562500 Penalty: 4068.838867 Iteration 40F: 3 clusters Score -523950.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -523953.250000 Penalty: 4068.838867 Iteration 41Q: 3 clusters Score -523953.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -523952.843750 Penalty: 4068.838867 Iteration 42Q: 3 clusters Score -523952.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -523952.718750 Penalty: 4068.838867 Iteration 43Q: 3 clusters Score -523952.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -523953.812500 Penalty: 4068.838867 Iteration 44Q: 3 clusters Score -523953.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -523953.812500 Penalty: 4068.838867 Iteration 45F: 3 clusters Score -523953.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Entering Unmasked Estep Score: -750273.625000 Penalty: 2120.603760 Iteration 0F: 2 clusters Score -750273.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -745663.562500 Penalty: 4241.207520 Iteration 0F: 3 clusters Score -745663.6 nChanged 1987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -746900.937500 Penalty: 4241.207520 Iteration 1F: 3 clusters Score -746900.9 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -747270.625000 Penalty: 4241.207520 Iteration 2F: 3 clusters Score -747270.6 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -747586.750000 Penalty: 4241.207520 Iteration 3F: 3 clusters Score -747586.8 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -747895.625000 Penalty: 4241.207520 Iteration 4F: 3 clusters Score -747895.6 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -748188.625000 Penalty: 4241.207520 Iteration 5Q: 3 clusters Score -748188.6 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -748526.062500 Penalty: 4241.207520 Iteration 6F: 3 clusters Score -748526.1 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -748810.375000 Penalty: 4241.207520 Iteration 7Q: 3 clusters Score -748810.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -748973.500000 Penalty: 4241.207520 Iteration 8Q: 3 clusters Score -748973.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -749082.625000 Penalty: 4241.207520 Iteration 9Q: 3 clusters Score -749082.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -749167.812500 Penalty: 4241.207520 Iteration 10Q: 3 clusters Score -749167.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -749215.937500 Penalty: 4241.207520 Iteration 11Q: 3 clusters Score -749215.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -749242.000000 Penalty: 4241.207520 Iteration 12Q: 3 clusters Score -749242 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -749260.437500 Penalty: 4241.207520 Iteration 13Q: 3 clusters Score -749260.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -749269.250000 Penalty: 4241.207520 Iteration 14Q: 3 clusters Score -749269.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -749271.750000 Penalty: 4241.207520 Iteration 15Q: 3 clusters Score -749271.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -749276.687500 Penalty: 4241.207520 Iteration 16Q: 3 clusters Score -749276.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -749282.875000 Penalty: 4241.207520 Iteration 17Q: 3 clusters Score -749282.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -749286.062500 Penalty: 4241.207520 Iteration 18Q: 3 clusters Score -749286.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -749287.875000 Penalty: 4241.207520 Iteration 19Q: 3 clusters Score -749287.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -749287.687500 Penalty: 4241.207520 Iteration 20F: 3 clusters Score -749287.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -749289.625000 Penalty: 4241.207520 Iteration 21Q: 3 clusters Score -749289.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -749289.625000 Penalty: 4241.207520 Iteration 22F: 3 clusters Score -749289.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (8036 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8036 members Entering Unmasked Estep Score: -1238572.875000 Penalty: 2229.938232 Iteration 0F: 2 clusters Score -1238573 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -1232154.000000 Penalty: 4459.876465 Iteration 0F: 3 clusters Score -1232154 nChanged 3281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -1233971.500000 Penalty: 4459.876465 Iteration 1F: 3 clusters Score -1233972 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -1234546.250000 Penalty: 4459.876465 Iteration 2F: 3 clusters Score -1234546 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -1235354.000000 Penalty: 4459.876465 Iteration 3F: 3 clusters Score -1235354 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -1236096.500000 Penalty: 4459.876465 Iteration 4F: 3 clusters Score -1236096 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -1236699.375000 Penalty: 4459.876465 Iteration 5F: 3 clusters Score -1236699 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -1237020.875000 Penalty: 4459.876465 Iteration 6F: 3 clusters Score -1237021 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -1237207.625000 Penalty: 4459.876465 Iteration 7Q: 3 clusters Score -1237208 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -1237332.000000 Penalty: 4459.876465 Iteration 8Q: 3 clusters Score -1237332 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -1237422.875000 Penalty: 4459.876465 Iteration 9Q: 3 clusters Score -1237423 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -1237481.875000 Penalty: 4459.876465 Iteration 10Q: 3 clusters Score -1237482 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -1237510.750000 Penalty: 4459.876465 Iteration 11Q: 3 clusters Score -1237511 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -1237536.750000 Penalty: 4459.876465 Iteration 12Q: 3 clusters Score -1237537 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -1237559.750000 Penalty: 4459.876465 Iteration 13Q: 3 clusters Score -1237560 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -1237573.375000 Penalty: 4459.876465 Iteration 14Q: 3 clusters Score -1237573 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -1237591.625000 Penalty: 4459.876465 Iteration 15Q: 3 clusters Score -1237592 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -1237601.000000 Penalty: 4459.876465 Iteration 16Q: 3 clusters Score -1237601 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -1237605.625000 Penalty: 4459.876465 Iteration 17Q: 3 clusters Score -1237606 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -1237617.000000 Penalty: 4459.876465 Iteration 18Q: 3 clusters Score -1237617 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -1237638.625000 Penalty: 4459.876465 Iteration 19Q: 3 clusters Score -1237639 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -1237655.875000 Penalty: 4459.876465 Iteration 20F: 3 clusters Score -1237656 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -1237676.625000 Penalty: 4459.876465 Iteration 21Q: 3 clusters Score -1237677 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -1237692.750000 Penalty: 4459.876465 Iteration 22Q: 3 clusters Score -1237693 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -1237701.375000 Penalty: 4459.876465 Iteration 23Q: 3 clusters Score -1237701 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -1237710.500000 Penalty: 4459.876465 Iteration 24Q: 3 clusters Score -1237710 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1237721.375000 Penalty: 4459.876465 Iteration 25Q: 3 clusters Score -1237721 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -1237729.625000 Penalty: 4459.876465 Iteration 26Q: 3 clusters Score -1237730 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -1237743.125000 Penalty: 4459.876465 Iteration 27Q: 3 clusters Score -1237743 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -1237750.750000 Penalty: 4459.876465 Iteration 28Q: 3 clusters Score -1237751 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -1237760.375000 Penalty: 4459.876465 Iteration 29Q: 3 clusters Score -1237760 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -1237768.125000 Penalty: 4459.876465 Iteration 30Q: 3 clusters Score -1237768 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -1237775.250000 Penalty: 4459.876465 Iteration 31Q: 3 clusters Score -1237775 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -1237780.375000 Penalty: 4459.876465 Iteration 32Q: 3 clusters Score -1237780 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -1237792.625000 Penalty: 4459.876465 Iteration 33Q: 3 clusters Score -1237793 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -1237800.125000 Penalty: 4459.876465 Iteration 34Q: 3 clusters Score -1237800 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 4587 members Entering Unmasked Estep Score: -1237803.000000 Penalty: 4459.876465 Iteration 35Q: 3 clusters Score -1237803 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -1237813.500000 Penalty: 4459.876465 Iteration 36Q: 3 clusters Score -1237814 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -1237819.750000 Penalty: 4459.876465 Iteration 37Q: 3 clusters Score -1237820 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -1237833.625000 Penalty: 4459.876465 Iteration 38Q: 3 clusters Score -1237834 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -1237840.125000 Penalty: 4459.876465 Iteration 39Q: 3 clusters Score -1237840 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -1237850.750000 Penalty: 4459.876465 Iteration 40F: 3 clusters Score -1237851 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -1237861.125000 Penalty: 4459.876465 Iteration 41Q: 3 clusters Score -1237861 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -1237872.375000 Penalty: 4459.876465 Iteration 42Q: 3 clusters Score -1237872 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -1237881.250000 Penalty: 4459.876465 Iteration 43Q: 3 clusters Score -1237881 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -1237889.750000 Penalty: 4459.876465 Iteration 44Q: 3 clusters Score -1237890 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -1237894.250000 Penalty: 4459.876465 Iteration 45Q: 3 clusters Score -1237894 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -1237896.875000 Penalty: 4459.876465 Iteration 46Q: 3 clusters Score -1237897 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -1237899.500000 Penalty: 4459.876465 Iteration 47Q: 3 clusters Score -1237900 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -1237907.250000 Penalty: 4459.876465 Iteration 48Q: 3 clusters Score -1237907 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -1237906.000000 Penalty: 4459.876465 Iteration 49Q: 3 clusters Score -1237906 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -1237912.250000 Penalty: 4459.876465 Iteration 50Q: 3 clusters Score -1237912 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -1237912.750000 Penalty: 4459.876465 Iteration 51Q: 3 clusters Score -1237913 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -1237918.500000 Penalty: 4459.876465 Iteration 52Q: 3 clusters Score -1237918 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -1237920.250000 Penalty: 4459.876465 Iteration 53Q: 3 clusters Score -1237920 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -1237926.000000 Penalty: 4459.876465 Iteration 54Q: 3 clusters Score -1237926 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -1237932.750000 Penalty: 4459.876465 Iteration 55Q: 3 clusters Score -1237933 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -1237936.625000 Penalty: 4459.876465 Iteration 56Q: 3 clusters Score -1237937 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -1237937.625000 Penalty: 4459.876465 Iteration 57Q: 3 clusters Score -1237938 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -1237943.125000 Penalty: 4459.876465 Iteration 58Q: 3 clusters Score -1237943 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -1237944.375000 Penalty: 4459.876465 Iteration 59Q: 3 clusters Score -1237944 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -1237948.125000 Penalty: 4459.876465 Iteration 60F: 3 clusters Score -1237948 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 5127 members Entering Unmasked Estep Score: -1237951.875000 Penalty: 4459.876465 Iteration 61Q: 3 clusters Score -1237952 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -1237953.875000 Penalty: 4459.876465 Iteration 62Q: 3 clusters Score -1237954 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -1237957.125000 Penalty: 4459.876465 Iteration 63Q: 3 clusters Score -1237957 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -1237960.250000 Penalty: 4459.876465 Iteration 64Q: 3 clusters Score -1237960 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -1237957.500000 Penalty: 4459.876465 Iteration 65Q: 3 clusters Score -1237958 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -1237962.250000 Penalty: 4459.876465 Iteration 66Q: 3 clusters Score -1237962 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -1237967.125000 Penalty: 4459.876465 Iteration 67Q: 3 clusters Score -1237967 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -1237966.750000 Penalty: 4459.876465 Iteration 68Q: 3 clusters Score -1237967 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -1237976.250000 Penalty: 4459.876465 Iteration 69Q: 3 clusters Score -1237976 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -1237978.500000 Penalty: 4459.876465 Iteration 70Q: 3 clusters Score -1237978 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -1237981.875000 Penalty: 4459.876465 Iteration 71Q: 3 clusters Score -1237982 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -1237983.625000 Penalty: 4459.876465 Iteration 72Q: 3 clusters Score -1237984 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -1237986.750000 Penalty: 4459.876465 Iteration 73Q: 3 clusters Score -1237987 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -1237986.000000 Penalty: 4459.876465 Iteration 74Q: 3 clusters Score -1237986 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -1237988.500000 Penalty: 4459.876465 Iteration 75Q: 3 clusters Score -1237988 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -1237990.250000 Penalty: 4459.876465 Iteration 76Q: 3 clusters Score -1237990 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -1237991.125000 Penalty: 4459.876465 Iteration 77Q: 3 clusters Score -1237991 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -1237991.875000 Penalty: 4459.876465 Iteration 78Q: 3 clusters Score -1237992 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -1237993.750000 Penalty: 4459.876465 Iteration 79Q: 3 clusters Score -1237994 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -1237995.500000 Penalty: 4459.876465 Iteration 80F: 3 clusters Score -1237996 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -1237994.750000 Penalty: 4459.876465 Iteration 81Q: 3 clusters Score -1237995 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -1237997.000000 Penalty: 4459.876465 Iteration 82Q: 3 clusters Score -1237997 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -1237995.375000 Penalty: 4459.876465 Iteration 83Q: 3 clusters Score -1237995 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -1237996.000000 Penalty: 4459.876465 Iteration 84Q: 3 clusters Score -1237996 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -1237998.500000 Penalty: 4459.876465 Iteration 85Q: 3 clusters Score -1237998 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -1237995.875000 Penalty: 4459.876465 Iteration 86Q: 3 clusters Score -1237996 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -1237994.750000 Penalty: 4459.876465 Iteration 87Q: 3 clusters Score -1237995 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 5334 members Entering Unmasked Estep Score: -1237995.750000 Penalty: 4459.876465 Iteration 88Q: 3 clusters Score -1237996 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -1237996.750000 Penalty: 4459.876465 Iteration 89Q: 3 clusters Score -1237997 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -1237995.375000 Penalty: 4459.876465 Iteration 90Q: 3 clusters Score -1237995 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -1237998.375000 Penalty: 4459.876465 Iteration 91Q: 3 clusters Score -1237998 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -1237998.875000 Penalty: 4459.876465 Iteration 92Q: 3 clusters Score -1237999 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -1238000.625000 Penalty: 4459.876465 Iteration 93Q: 3 clusters Score -1238001 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -1237999.250000 Penalty: 4459.876465 Iteration 94Q: 3 clusters Score -1237999 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -1237999.625000 Penalty: 4459.876465 Iteration 95Q: 3 clusters Score -1238000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -1237998.250000 Penalty: 4459.876465 Iteration 96Q: 3 clusters Score -1237998 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -1237998.750000 Penalty: 4459.876465 Iteration 97Q: 3 clusters Score -1237999 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -1237998.500000 Penalty: 4459.876465 Iteration 98Q: 3 clusters Score -1237998 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -1237999.000000 Penalty: 4459.876465 Iteration 99Q: 3 clusters Score -1237999 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -1237999.000000 Penalty: 4459.876465 Iteration 100F: 3 clusters Score -1237999 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5718 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Entering Unmasked Estep Score: -851689.250000 Penalty: 2145.541016 Iteration 0F: 2 clusters Score -851689.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -846749.375000 Penalty: 4291.082031 Iteration 0F: 3 clusters Score -846749.4 nChanged 2218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -847985.750000 Penalty: 4291.082031 Iteration 1F: 3 clusters Score -847985.8 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -848240.750000 Penalty: 4291.082031 Iteration 2F: 3 clusters Score -848240.8 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -848407.750000 Penalty: 4291.082031 Iteration 3Q: 3 clusters Score -848407.8 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -848567.875000 Penalty: 4291.082031 Iteration 4Q: 3 clusters Score -848567.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -848734.312500 Penalty: 4291.082031 Iteration 5Q: 3 clusters Score -848734.3 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -848953.437500 Penalty: 4291.082031 Iteration 6Q: 3 clusters Score -848953.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -849161.875000 Penalty: 4291.082031 Iteration 7Q: 3 clusters Score -849161.9 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -849363.562500 Penalty: 4291.082031 Iteration 8Q: 3 clusters Score -849363.6 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -849524.437500 Penalty: 4291.082031 Iteration 9Q: 3 clusters Score -849524.4 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -849638.625000 Penalty: 4291.082031 Iteration 10Q: 3 clusters Score -849638.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -849739.812500 Penalty: 4291.082031 Iteration 11Q: 3 clusters Score -849739.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -849821.437500 Penalty: 4291.082031 Iteration 12Q: 3 clusters Score -849821.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -849882.937500 Penalty: 4291.082031 Iteration 13Q: 3 clusters Score -849882.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -849937.625000 Penalty: 4291.082031 Iteration 14Q: 3 clusters Score -849937.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -849979.875000 Penalty: 4291.082031 Iteration 15Q: 3 clusters Score -849979.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -850007.687500 Penalty: 4291.082031 Iteration 16Q: 3 clusters Score -850007.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -850032.250000 Penalty: 4291.082031 Iteration 17Q: 3 clusters Score -850032.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -850051.562500 Penalty: 4291.082031 Iteration 18Q: 3 clusters Score -850051.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -850058.562500 Penalty: 4291.082031 Iteration 19Q: 3 clusters Score -850058.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -850064.000000 Penalty: 4291.082031 Iteration 20F: 3 clusters Score -850064 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -850068.937500 Penalty: 4291.082031 Iteration 21Q: 3 clusters Score -850068.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -850072.000000 Penalty: 4291.082031 Iteration 22Q: 3 clusters Score -850072 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -850071.750000 Penalty: 4291.082031 Iteration 23Q: 3 clusters Score -850071.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -850071.750000 Penalty: 4291.082031 Iteration 24F: 3 clusters Score -850071.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7130 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Entering Unmasked Estep Score: -964707.437500 Penalty: 2200.272461 Iteration 0F: 2 clusters Score -964707.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -958818.000000 Penalty: 4400.544922 Iteration 0F: 3 clusters Score -958818 nChanged 2886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -960625.562500 Penalty: 4400.544922 Iteration 1F: 3 clusters Score -960625.6 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -961118.187500 Penalty: 4400.544922 Iteration 2F: 3 clusters Score -961118.2 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -961511.187500 Penalty: 4400.544922 Iteration 3F: 3 clusters Score -961511.2 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -961823.500000 Penalty: 4400.544922 Iteration 4F: 3 clusters Score -961823.5 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -962058.375000 Penalty: 4400.544922 Iteration 5F: 3 clusters Score -962058.4 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -962207.250000 Penalty: 4400.544922 Iteration 6Q: 3 clusters Score -962207.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -962328.000000 Penalty: 4400.544922 Iteration 7Q: 3 clusters Score -962328 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -962415.937500 Penalty: 4400.544922 Iteration 8Q: 3 clusters Score -962415.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -962497.687500 Penalty: 4400.544922 Iteration 9Q: 3 clusters Score -962497.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -962568.562500 Penalty: 4400.544922 Iteration 10Q: 3 clusters Score -962568.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -962626.937500 Penalty: 4400.544922 Iteration 11Q: 3 clusters Score -962626.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -962678.000000 Penalty: 4400.544922 Iteration 12Q: 3 clusters Score -962678 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -962721.875000 Penalty: 4400.544922 Iteration 13Q: 3 clusters Score -962721.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -962753.125000 Penalty: 4400.544922 Iteration 14Q: 3 clusters Score -962753.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -962785.375000 Penalty: 4400.544922 Iteration 15Q: 3 clusters Score -962785.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -962822.750000 Penalty: 4400.544922 Iteration 16Q: 3 clusters Score -962822.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -962852.687500 Penalty: 4400.544922 Iteration 17Q: 3 clusters Score -962852.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -962887.625000 Penalty: 4400.544922 Iteration 18Q: 3 clusters Score -962887.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -962915.562500 Penalty: 4400.544922 Iteration 19Q: 3 clusters Score -962915.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -962944.125000 Penalty: 4400.544922 Iteration 20F: 3 clusters Score -962944.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -962969.812500 Penalty: 4400.544922 Iteration 21Q: 3 clusters Score -962969.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -962991.937500 Penalty: 4400.544922 Iteration 22Q: 3 clusters Score -962991.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -963010.937500 Penalty: 4400.544922 Iteration 23Q: 3 clusters Score -963010.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -963025.375000 Penalty: 4400.544922 Iteration 24Q: 3 clusters Score -963025.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -963035.625000 Penalty: 4400.544922 Iteration 25Q: 3 clusters Score -963035.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -963051.062500 Penalty: 4400.544922 Iteration 26Q: 3 clusters Score -963051.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -963064.125000 Penalty: 4400.544922 Iteration 27Q: 3 clusters Score -963064.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -963073.062500 Penalty: 4400.544922 Iteration 28Q: 3 clusters Score -963073.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -963088.062500 Penalty: 4400.544922 Iteration 29Q: 3 clusters Score -963088.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -963098.250000 Penalty: 4400.544922 Iteration 30Q: 3 clusters Score -963098.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -963113.625000 Penalty: 4400.544922 Iteration 31Q: 3 clusters Score -963113.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -963118.562500 Penalty: 4400.544922 Iteration 32Q: 3 clusters Score -963118.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -963127.312500 Penalty: 4400.544922 Iteration 33Q: 3 clusters Score -963127.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -963132.375000 Penalty: 4400.544922 Iteration 34Q: 3 clusters Score -963132.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -963136.625000 Penalty: 4400.544922 Iteration 35Q: 3 clusters Score -963136.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -963137.625000 Penalty: 4400.544922 Iteration 36Q: 3 clusters Score -963137.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -963144.750000 Penalty: 4400.544922 Iteration 37Q: 3 clusters Score -963144.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -963150.500000 Penalty: 4400.544922 Iteration 38Q: 3 clusters Score -963150.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -963158.437500 Penalty: 4400.544922 Iteration 39Q: 3 clusters Score -963158.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -963163.000000 Penalty: 4400.544922 Iteration 40F: 3 clusters Score -963163 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -963169.375000 Penalty: 4400.544922 Iteration 41Q: 3 clusters Score -963169.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -963172.687500 Penalty: 4400.544922 Iteration 42Q: 3 clusters Score -963172.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -963177.937500 Penalty: 4400.544922 Iteration 43Q: 3 clusters Score -963177.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -963180.937500 Penalty: 4400.544922 Iteration 44Q: 3 clusters Score -963180.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -963188.375000 Penalty: 4400.544922 Iteration 45Q: 3 clusters Score -963188.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -963198.312500 Penalty: 4400.544922 Iteration 46Q: 3 clusters Score -963198.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -963203.000000 Penalty: 4400.544922 Iteration 47Q: 3 clusters Score -963203 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -963209.062500 Penalty: 4400.544922 Iteration 48Q: 3 clusters Score -963209.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -963214.812500 Penalty: 4400.544922 Iteration 49Q: 3 clusters Score -963214.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -963222.125000 Penalty: 4400.544922 Iteration 50Q: 3 clusters Score -963222.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -963229.750000 Penalty: 4400.544922 Iteration 51Q: 3 clusters Score -963229.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -963236.937500 Penalty: 4400.544922 Iteration 52Q: 3 clusters Score -963236.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -963246.625000 Penalty: 4400.544922 Iteration 53Q: 3 clusters Score -963246.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -963247.875000 Penalty: 4400.544922 Iteration 54Q: 3 clusters Score -963247.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -963256.062500 Penalty: 4400.544922 Iteration 55Q: 3 clusters Score -963256.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -963260.875000 Penalty: 4400.544922 Iteration 56Q: 3 clusters Score -963260.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -963270.750000 Penalty: 4400.544922 Iteration 57Q: 3 clusters Score -963270.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -963276.562500 Penalty: 4400.544922 Iteration 58Q: 3 clusters Score -963276.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -963283.562500 Penalty: 4400.544922 Iteration 59Q: 3 clusters Score -963283.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -963288.500000 Penalty: 4400.544922 Iteration 60F: 3 clusters Score -963288.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -963293.687500 Penalty: 4400.544922 Iteration 61Q: 3 clusters Score -963293.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -963301.187500 Penalty: 4400.544922 Iteration 62Q: 3 clusters Score -963301.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -963318.125000 Penalty: 4400.544922 Iteration 63Q: 3 clusters Score -963318.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -963344.625000 Penalty: 4400.544922 Iteration 64Q: 3 clusters Score -963344.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -963378.687500 Penalty: 4400.544922 Iteration 65Q: 3 clusters Score -963378.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -963401.562500 Penalty: 4400.544922 Iteration 66Q: 3 clusters Score -963401.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -963417.125000 Penalty: 4400.544922 Iteration 67Q: 3 clusters Score -963417.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -963432.312500 Penalty: 4400.544922 Iteration 68Q: 3 clusters Score -963432.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5462 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -963446.500000 Penalty: 4400.544922 Iteration 69Q: 3 clusters Score -963446.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -963453.312500 Penalty: 4400.544922 Iteration 70Q: 3 clusters Score -963453.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -963462.500000 Penalty: 4400.544922 Iteration 71Q: 3 clusters Score -963462.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -963470.250000 Penalty: 4400.544922 Iteration 72Q: 3 clusters Score -963470.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -963476.187500 Penalty: 4400.544922 Iteration 73Q: 3 clusters Score -963476.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -963481.875000 Penalty: 4400.544922 Iteration 74Q: 3 clusters Score -963481.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -963489.750000 Penalty: 4400.544922 Iteration 75Q: 3 clusters Score -963489.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -963494.625000 Penalty: 4400.544922 Iteration 76Q: 3 clusters Score -963494.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -963498.875000 Penalty: 4400.544922 Iteration 77Q: 3 clusters Score -963498.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -963502.937500 Penalty: 4400.544922 Iteration 78Q: 3 clusters Score -963502.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -963510.000000 Penalty: 4400.544922 Iteration 79Q: 3 clusters Score -963510 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -963514.062500 Penalty: 4400.544922 Iteration 80F: 3 clusters Score -963514.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -963521.812500 Penalty: 4400.544922 Iteration 81Q: 3 clusters Score -963521.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -963524.375000 Penalty: 4400.544922 Iteration 82Q: 3 clusters Score -963524.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -963530.500000 Penalty: 4400.544922 Iteration 83Q: 3 clusters Score -963530.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -963534.187500 Penalty: 4400.544922 Iteration 84Q: 3 clusters Score -963534.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -963538.312500 Penalty: 4400.544922 Iteration 85Q: 3 clusters Score -963538.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -963541.812500 Penalty: 4400.544922 Iteration 86Q: 3 clusters Score -963541.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -963545.062500 Penalty: 4400.544922 Iteration 87Q: 3 clusters Score -963545.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -963546.250000 Penalty: 4400.544922 Iteration 88Q: 3 clusters Score -963546.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5731 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -963547.312500 Penalty: 4400.544922 Iteration 89Q: 3 clusters Score -963547.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -963550.000000 Penalty: 4400.544922 Iteration 90Q: 3 clusters Score -963550 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -963551.000000 Penalty: 4400.544922 Iteration 91Q: 3 clusters Score -963551 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -963552.312500 Penalty: 4400.544922 Iteration 92Q: 3 clusters Score -963552.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -963553.875000 Penalty: 4400.544922 Iteration 93Q: 3 clusters Score -963553.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -963553.000000 Penalty: 4400.544922 Iteration 94Q: 3 clusters Score -963553 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -963553.000000 Penalty: 4400.544922 Iteration 95F: 3 clusters Score -963553 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (23611 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23611 members Entering Unmasked Estep Score: -3679321.250000 Penalty: 2497.228027 Iteration 0F: 2 clusters Score -3679321 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11906 members Mstep: Class 2 contains 11705 members Entering Unmasked Estep Score: -3663053.250000 Penalty: 4994.456055 Iteration 0F: 3 clusters Score -3663053 nChanged 10292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12320 members Mstep: Class 2 contains 11291 members Entering Unmasked Estep Score: -3668764.750000 Penalty: 4994.456055 Iteration 1F: 3 clusters Score -3668765 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12696 members Mstep: Class 2 contains 10915 members Entering Unmasked Estep Score: -3669312.500000 Penalty: 4994.456055 Iteration 2F: 3 clusters Score -3669312 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13314 members Mstep: Class 2 contains 10297 members Entering Unmasked Estep Score: -3669972.500000 Penalty: 4994.456055 Iteration 3F: 3 clusters Score -3669972 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14233 members Mstep: Class 2 contains 9378 members Entering Unmasked Estep Score: -3670909.250000 Penalty: 4994.456055 Iteration 4F: 3 clusters Score -3670909 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15336 members Mstep: Class 2 contains 8275 members Entering Unmasked Estep Score: -3672115.500000 Penalty: 4994.456055 Iteration 5F: 3 clusters Score -3672116 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16483 members Mstep: Class 2 contains 7128 members Entering Unmasked Estep Score: -3673320.250000 Penalty: 4994.456055 Iteration 6F: 3 clusters Score -3673320 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17390 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -3674162.250000 Penalty: 4994.456055 Iteration 7F: 3 clusters Score -3674162 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18092 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -3674686.500000 Penalty: 4994.456055 Iteration 8Q: 3 clusters Score -3674686 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18611 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -3675007.000000 Penalty: 4994.456055 Iteration 9Q: 3 clusters Score -3675007 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19061 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -3675260.250000 Penalty: 4994.456055 Iteration 10Q: 3 clusters Score -3675260 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19455 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -3675426.500000 Penalty: 4994.456055 Iteration 11Q: 3 clusters Score -3675426 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19816 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -3675594.750000 Penalty: 4994.456055 Iteration 12Q: 3 clusters Score -3675595 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20143 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -3675730.750000 Penalty: 4994.456055 Iteration 13Q: 3 clusters Score -3675731 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20449 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -3675855.500000 Penalty: 4994.456055 Iteration 14Q: 3 clusters Score -3675856 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20750 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -3675997.000000 Penalty: 4994.456055 Iteration 15Q: 3 clusters Score -3675997 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21030 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -3676123.500000 Penalty: 4994.456055 Iteration 16Q: 3 clusters Score -3676124 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21295 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -3676248.500000 Penalty: 4994.456055 Iteration 17Q: 3 clusters Score -3676248 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21536 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -3676364.250000 Penalty: 4994.456055 Iteration 18Q: 3 clusters Score -3676364 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21759 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -3676492.250000 Penalty: 4994.456055 Iteration 19Q: 3 clusters Score -3676492 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21984 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -3676612.500000 Penalty: 4994.456055 Iteration 20F: 3 clusters Score -3676612 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22162 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -3676700.750000 Penalty: 4994.456055 Iteration 21Q: 3 clusters Score -3676701 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22313 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -3676782.250000 Penalty: 4994.456055 Iteration 22Q: 3 clusters Score -3676782 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22420 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -3676829.250000 Penalty: 4994.456055 Iteration 23Q: 3 clusters Score -3676829 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22516 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -3676873.250000 Penalty: 4994.456055 Iteration 24Q: 3 clusters Score -3676873 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22589 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -3676924.250000 Penalty: 4994.456055 Iteration 25Q: 3 clusters Score -3676924 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22648 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -3676954.750000 Penalty: 4994.456055 Iteration 26Q: 3 clusters Score -3676955 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22693 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -3676971.000000 Penalty: 4994.456055 Iteration 27Q: 3 clusters Score -3676971 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22724 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -3676997.500000 Penalty: 4994.456055 Iteration 28Q: 3 clusters Score -3676998 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22752 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -3677014.500000 Penalty: 4994.456055 Iteration 29Q: 3 clusters Score -3677014 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22774 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -3677028.500000 Penalty: 4994.456055 Iteration 30Q: 3 clusters Score -3677028 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22793 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -3677032.750000 Penalty: 4994.456055 Iteration 31Q: 3 clusters Score -3677033 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22809 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -3677035.250000 Penalty: 4994.456055 Iteration 32Q: 3 clusters Score -3677035 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22823 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -3677041.750000 Penalty: 4994.456055 Iteration 33Q: 3 clusters Score -3677042 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22845 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -3677060.750000 Penalty: 4994.456055 Iteration 34Q: 3 clusters Score -3677061 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22861 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -3677073.000000 Penalty: 4994.456055 Iteration 35Q: 3 clusters Score -3677073 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22872 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -3677083.500000 Penalty: 4994.456055 Iteration 36Q: 3 clusters Score -3677084 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22884 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -3677089.500000 Penalty: 4994.456055 Iteration 37Q: 3 clusters Score -3677090 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22899 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -3677101.000000 Penalty: 4994.456055 Iteration 38Q: 3 clusters Score -3677101 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22906 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -3677109.250000 Penalty: 4994.456055 Iteration 39Q: 3 clusters Score -3677109 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22911 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -3677115.500000 Penalty: 4994.456055 Iteration 40F: 3 clusters Score -3677116 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22919 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -3677121.500000 Penalty: 4994.456055 Iteration 41Q: 3 clusters Score -3677122 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22924 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -3677130.500000 Penalty: 4994.456055 Iteration 42Q: 3 clusters Score -3677130 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22932 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -3677132.000000 Penalty: 4994.456055 Iteration 43Q: 3 clusters Score -3677132 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22938 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -3677135.250000 Penalty: 4994.456055 Iteration 44Q: 3 clusters Score -3677135 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22941 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -3677137.250000 Penalty: 4994.456055 Iteration 45Q: 3 clusters Score -3677137 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22944 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -3677136.500000 Penalty: 4994.456055 Iteration 46Q: 3 clusters Score -3677136 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22947 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -3677141.000000 Penalty: 4994.456055 Iteration 47Q: 3 clusters Score -3677141 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22951 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -3677149.000000 Penalty: 4994.456055 Iteration 48Q: 3 clusters Score -3677149 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22955 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -3677153.250000 Penalty: 4994.456055 Iteration 49Q: 3 clusters Score -3677153 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22961 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -3677156.750000 Penalty: 4994.456055 Iteration 50Q: 3 clusters Score -3677157 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22963 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -3677156.250000 Penalty: 4994.456055 Iteration 51Q: 3 clusters Score -3677156 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22966 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -3677159.000000 Penalty: 4994.456055 Iteration 52Q: 3 clusters Score -3677159 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22968 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -3677160.750000 Penalty: 4994.456055 Iteration 53Q: 3 clusters Score -3677161 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22969 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -3677157.000000 Penalty: 4994.456055 Iteration 54Q: 3 clusters Score -3677157 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22971 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -3677159.000000 Penalty: 4994.456055 Iteration 55Q: 3 clusters Score -3677159 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22972 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -3677157.500000 Penalty: 4994.456055 Iteration 56Q: 3 clusters Score -3677158 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22973 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -3677161.750000 Penalty: 4994.456055 Iteration 57Q: 3 clusters Score -3677162 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22974 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -3677159.750000 Penalty: 4994.456055 Iteration 58Q: 3 clusters Score -3677160 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22975 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -3677161.500000 Penalty: 4994.456055 Iteration 59Q: 3 clusters Score -3677162 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22975 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -3677161.500000 Penalty: 4994.456055 Iteration 60F: 3 clusters Score -3677162 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (26980 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26980 members Entering Unmasked Estep Score: -4163053.500000 Penalty: 2530.307129 Iteration 0F: 2 clusters Score -4163054 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13508 members Mstep: Class 2 contains 13472 members Entering Unmasked Estep Score: -4144609.500000 Penalty: 5060.614258 Iteration 0F: 3 clusters Score -4144610 nChanged 12126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13570 members Mstep: Class 2 contains 13410 members Entering Unmasked Estep Score: -4151110.250000 Penalty: 5060.614258 Iteration 1F: 3 clusters Score -4151110 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13661 members Mstep: Class 2 contains 13319 members Entering Unmasked Estep Score: -4151532.000000 Penalty: 5060.614258 Iteration 2Q: 3 clusters Score -4151532 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13741 members Mstep: Class 2 contains 13239 members Entering Unmasked Estep Score: -4151878.750000 Penalty: 5060.614258 Iteration 3Q: 3 clusters Score -4151879 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13836 members Mstep: Class 2 contains 13144 members Entering Unmasked Estep Score: -4152214.000000 Penalty: 5060.614258 Iteration 4Q: 3 clusters Score -4152214 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13946 members Mstep: Class 2 contains 13034 members Entering Unmasked Estep Score: -4152668.000000 Penalty: 5060.614258 Iteration 5Q: 3 clusters Score -4152668 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14046 members Mstep: Class 2 contains 12934 members Entering Unmasked Estep Score: -4153271.000000 Penalty: 5060.614258 Iteration 6Q: 3 clusters Score -4153271 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14171 members Mstep: Class 2 contains 12809 members Entering Unmasked Estep Score: -4154079.000000 Penalty: 5060.614258 Iteration 7Q: 3 clusters Score -4154079 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14152 members Mstep: Class 2 contains 12828 members Entering Unmasked Estep Score: -4154908.500000 Penalty: 5060.614258 Iteration 8Q: 3 clusters Score -4154908 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14026 members Mstep: Class 2 contains 12954 members Entering Unmasked Estep Score: -4155537.250000 Penalty: 5060.614258 Iteration 9Q: 3 clusters Score -4155537 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13732 members Mstep: Class 2 contains 13248 members Entering Unmasked Estep Score: -4156029.500000 Penalty: 5060.614258 Iteration 10Q: 3 clusters Score -4156030 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13320 members Mstep: Class 2 contains 13660 members Entering Unmasked Estep Score: -4156542.000000 Penalty: 5060.614258 Iteration 11Q: 3 clusters Score -4156542 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12820 members Mstep: Class 2 contains 14160 members Entering Unmasked Estep Score: -4157009.750000 Penalty: 5060.614258 Iteration 12Q: 3 clusters Score -4157010 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12266 members Mstep: Class 2 contains 14714 members Entering Unmasked Estep Score: -4157532.250000 Penalty: 5060.614258 Iteration 13Q: 3 clusters Score -4157532 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11658 members Mstep: Class 2 contains 15322 members Entering Unmasked Estep Score: -4158063.500000 Penalty: 5060.614258 Iteration 14Q: 3 clusters Score -4158064 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11006 members Mstep: Class 2 contains 15974 members Entering Unmasked Estep Score: -4158666.500000 Penalty: 5060.614258 Iteration 15Q: 3 clusters Score -4158666 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 16646 members Entering Unmasked Estep Score: -4159210.500000 Penalty: 5060.614258 Iteration 16Q: 3 clusters Score -4159210 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9629 members Mstep: Class 2 contains 17351 members Entering Unmasked Estep Score: -4159677.750000 Penalty: 5060.614258 Iteration 17Q: 3 clusters Score -4159678 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8971 members Mstep: Class 2 contains 18009 members Entering Unmasked Estep Score: -4160067.000000 Penalty: 5060.614258 Iteration 18Q: 3 clusters Score -4160067 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8337 members Mstep: Class 2 contains 18643 members Entering Unmasked Estep Score: -4160435.000000 Penalty: 5060.614258 Iteration 19Q: 3 clusters Score -4160435 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7762 members Mstep: Class 2 contains 19218 members Entering Unmasked Estep Score: -4160784.750000 Penalty: 5060.614258 Iteration 20F: 3 clusters Score -4160785 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7219 members Mstep: Class 2 contains 19761 members Entering Unmasked Estep Score: -4161126.250000 Penalty: 5060.614258 Iteration 21Q: 3 clusters Score -4161126 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 20240 members Entering Unmasked Estep Score: -4161386.500000 Penalty: 5060.614258 Iteration 22Q: 3 clusters Score -4161386 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 20666 members Entering Unmasked Estep Score: -4161640.250000 Penalty: 5060.614258 Iteration 23Q: 3 clusters Score -4161640 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 20992 members Entering Unmasked Estep Score: -4161812.750000 Penalty: 5060.614258 Iteration 24Q: 3 clusters Score -4161813 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 21256 members Entering Unmasked Estep Score: -4161918.000000 Penalty: 5060.614258 Iteration 25Q: 3 clusters Score -4161918 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 21477 members Entering Unmasked Estep Score: -4161992.250000 Penalty: 5060.614258 Iteration 26Q: 3 clusters Score -4161992 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 21673 members Entering Unmasked Estep Score: -4162061.750000 Penalty: 5060.614258 Iteration 27Q: 3 clusters Score -4162062 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 21824 members Entering Unmasked Estep Score: -4162101.250000 Penalty: 5060.614258 Iteration 28Q: 3 clusters Score -4162101 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 21941 members Entering Unmasked Estep Score: -4162121.500000 Penalty: 5060.614258 Iteration 29Q: 3 clusters Score -4162122 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 22019 members Entering Unmasked Estep Score: -4162145.000000 Penalty: 5060.614258 Iteration 30Q: 3 clusters Score -4162145 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 22078 members Entering Unmasked Estep Score: -4162151.750000 Penalty: 5060.614258 Iteration 31Q: 3 clusters Score -4162152 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 22131 members Entering Unmasked Estep Score: -4162160.500000 Penalty: 5060.614258 Iteration 32Q: 3 clusters Score -4162160 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 22179 members Entering Unmasked Estep Score: -4162174.250000 Penalty: 5060.614258 Iteration 33Q: 3 clusters Score -4162174 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 22213 members Entering Unmasked Estep Score: -4162189.500000 Penalty: 5060.614258 Iteration 34Q: 3 clusters Score -4162190 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 22251 members Entering Unmasked Estep Score: -4162207.750000 Penalty: 5060.614258 Iteration 35Q: 3 clusters Score -4162208 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 22289 members Entering Unmasked Estep Score: -4162203.500000 Penalty: 5060.614258 Iteration 36Q: 3 clusters Score -4162204 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 22320 members Entering Unmasked Estep Score: -4162205.500000 Penalty: 5060.614258 Iteration 37Q: 3 clusters Score -4162206 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 22343 members Entering Unmasked Estep Score: -4162208.750000 Penalty: 5060.614258 Iteration 38Q: 3 clusters Score -4162209 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 22359 members Entering Unmasked Estep Score: -4162211.250000 Penalty: 5060.614258 Iteration 39Q: 3 clusters Score -4162211 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 22377 members Entering Unmasked Estep Score: -4162205.000000 Penalty: 5060.614258 Iteration 40F: 3 clusters Score -4162205 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 22388 members Entering Unmasked Estep Score: -4162204.500000 Penalty: 5060.614258 Iteration 41Q: 3 clusters Score -4162204 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 22394 members Entering Unmasked Estep Score: -4162209.750000 Penalty: 5060.614258 Iteration 42Q: 3 clusters Score -4162210 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 22395 members Entering Unmasked Estep Score: -4162210.750000 Penalty: 5060.614258 Iteration 43Q: 3 clusters Score -4162211 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 22396 members Entering Unmasked Estep Score: -4162211.000000 Penalty: 5060.614258 Iteration 44Q: 3 clusters Score -4162211 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 22396 members Entering Unmasked Estep Score: -4162211.000000 Penalty: 5060.614258 Iteration 45F: 3 clusters Score -4162211 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (79951 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79951 members Entering Unmasked Estep Score: -11716713.000000 Penalty: 2799.713867 Iteration 0F: 2 clusters Score -1.171671e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40035 members Mstep: Class 2 contains 39916 members Entering Unmasked Estep Score: -11663477.000000 Penalty: 5599.427734 Iteration 0F: 3 clusters Score -1.166348e+07 nChanged 37447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41222 members Mstep: Class 2 contains 38729 members Entering Unmasked Estep Score: -11685322.000000 Penalty: 5599.427734 Iteration 1F: 3 clusters Score -1.168532e+07 nChanged 4036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42044 members Mstep: Class 2 contains 37907 members Entering Unmasked Estep Score: -11687148.000000 Penalty: 5599.427734 Iteration 2F: 3 clusters Score -1.168715e+07 nChanged 4445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43281 members Mstep: Class 2 contains 36670 members Entering Unmasked Estep Score: -11689389.000000 Penalty: 5599.427734 Iteration 3F: 3 clusters Score -1.168939e+07 nChanged 4807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45014 members Mstep: Class 2 contains 34937 members Entering Unmasked Estep Score: -11691948.000000 Penalty: 5599.427734 Iteration 4F: 3 clusters Score -1.169195e+07 nChanged 4931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47325 members Mstep: Class 2 contains 32626 members Entering Unmasked Estep Score: -11694646.000000 Penalty: 5599.427734 Iteration 5F: 3 clusters Score -1.169465e+07 nChanged 4664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50067 members Mstep: Class 2 contains 29884 members Entering Unmasked Estep Score: -11697075.000000 Penalty: 5599.427734 Iteration 6F: 3 clusters Score -1.169708e+07 nChanged 4314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53127 members Mstep: Class 2 contains 26824 members Entering Unmasked Estep Score: -11699491.000000 Penalty: 5599.427734 Iteration 7F: 3 clusters Score -1.169949e+07 nChanged 3900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56431 members Mstep: Class 2 contains 23520 members Entering Unmasked Estep Score: -11701981.000000 Penalty: 5599.427734 Iteration 8Q: 3 clusters Score -1.170198e+07 nChanged 3567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59736 members Mstep: Class 2 contains 20215 members Entering Unmasked Estep Score: -11704390.000000 Penalty: 5599.427734 Iteration 9Q: 3 clusters Score -1.170439e+07 nChanged 3319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62911 members Mstep: Class 2 contains 17040 members Entering Unmasked Estep Score: -11706612.000000 Penalty: 5599.427734 Iteration 10Q: 3 clusters Score -1.170661e+07 nChanged 2893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65742 members Mstep: Class 2 contains 14209 members Entering Unmasked Estep Score: -11708608.000000 Penalty: 5599.427734 Iteration 11Q: 3 clusters Score -1.170861e+07 nChanged 2474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68172 members Mstep: Class 2 contains 11779 members Entering Unmasked Estep Score: -11710162.000000 Penalty: 5599.427734 Iteration 12Q: 3 clusters Score -1.171016e+07 nChanged 2127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70279 members Mstep: Class 2 contains 9672 members Entering Unmasked Estep Score: -11711611.000000 Penalty: 5599.427734 Iteration 13Q: 3 clusters Score -1.171161e+07 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71993 members Mstep: Class 2 contains 7958 members Entering Unmasked Estep Score: -11712823.000000 Penalty: 5599.427734 Iteration 14Q: 3 clusters Score -1.171282e+07 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73385 members Mstep: Class 2 contains 6566 members Entering Unmasked Estep Score: -11713640.000000 Penalty: 5599.427734 Iteration 15Q: 3 clusters Score -1.171364e+07 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74435 members Mstep: Class 2 contains 5516 members Entering Unmasked Estep Score: -11714305.000000 Penalty: 5599.427734 Iteration 16Q: 3 clusters Score -1.17143e+07 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75245 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -11714731.000000 Penalty: 5599.427734 Iteration 17Q: 3 clusters Score -1.171473e+07 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75813 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -11714988.000000 Penalty: 5599.427734 Iteration 18Q: 3 clusters Score -1.171499e+07 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76213 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -11715143.000000 Penalty: 5599.427734 Iteration 19Q: 3 clusters Score -1.171514e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76490 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -11715263.000000 Penalty: 5599.427734 Iteration 20F: 3 clusters Score -1.171526e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76691 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -11715338.000000 Penalty: 5599.427734 Iteration 21Q: 3 clusters Score -1.171534e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76839 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -11715393.000000 Penalty: 5599.427734 Iteration 22Q: 3 clusters Score -1.171539e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76942 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -11715433.000000 Penalty: 5599.427734 Iteration 23Q: 3 clusters Score -1.171543e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77021 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -11715441.000000 Penalty: 5599.427734 Iteration 24Q: 3 clusters Score -1.171544e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77089 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -11715421.000000 Penalty: 5599.427734 Iteration 25Q: 3 clusters Score -1.171542e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77138 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -11715445.000000 Penalty: 5599.427734 Iteration 26Q: 3 clusters Score -1.171544e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77179 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -11715463.000000 Penalty: 5599.427734 Iteration 27Q: 3 clusters Score -1.171546e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77220 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -11715466.000000 Penalty: 5599.427734 Iteration 28Q: 3 clusters Score -1.171547e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77256 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -11715484.000000 Penalty: 5599.427734 Iteration 29Q: 3 clusters Score -1.171548e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77294 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -11715465.000000 Penalty: 5599.427734 Iteration 30Q: 3 clusters Score -1.171546e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77323 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -11715464.000000 Penalty: 5599.427734 Iteration 31Q: 3 clusters Score -1.171546e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77355 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -11715461.000000 Penalty: 5599.427734 Iteration 32Q: 3 clusters Score -1.171546e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77384 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -11715474.000000 Penalty: 5599.427734 Iteration 33Q: 3 clusters Score -1.171547e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77397 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -11715471.000000 Penalty: 5599.427734 Iteration 34Q: 3 clusters Score -1.171547e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77413 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -11715481.000000 Penalty: 5599.427734 Iteration 35Q: 3 clusters Score -1.171548e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77430 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -11715495.000000 Penalty: 5599.427734 Iteration 36Q: 3 clusters Score -1.17155e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77447 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -11715525.000000 Penalty: 5599.427734 Iteration 37Q: 3 clusters Score -1.171552e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77466 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -11715529.000000 Penalty: 5599.427734 Iteration 38Q: 3 clusters Score -1.171553e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77481 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -11715531.000000 Penalty: 5599.427734 Iteration 39Q: 3 clusters Score -1.171553e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77492 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -11715527.000000 Penalty: 5599.427734 Iteration 40F: 3 clusters Score -1.171553e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77498 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -11715529.000000 Penalty: 5599.427734 Iteration 41Q: 3 clusters Score -1.171553e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77504 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -11715528.000000 Penalty: 5599.427734 Iteration 42Q: 3 clusters Score -1.171553e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77516 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -11715532.000000 Penalty: 5599.427734 Iteration 43Q: 3 clusters Score -1.171553e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77527 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -11715516.000000 Penalty: 5599.427734 Iteration 44Q: 3 clusters Score -1.171552e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77537 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -11715515.000000 Penalty: 5599.427734 Iteration 45Q: 3 clusters Score -1.171552e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77545 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -11715513.000000 Penalty: 5599.427734 Iteration 46Q: 3 clusters Score -1.171551e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77552 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -11715506.000000 Penalty: 5599.427734 Iteration 47Q: 3 clusters Score -1.171551e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77562 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -11715524.000000 Penalty: 5599.427734 Iteration 48Q: 3 clusters Score -1.171552e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77569 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -11715527.000000 Penalty: 5599.427734 Iteration 49Q: 3 clusters Score -1.171553e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77573 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -11715534.000000 Penalty: 5599.427734 Iteration 50Q: 3 clusters Score -1.171553e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77579 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -11715539.000000 Penalty: 5599.427734 Iteration 51Q: 3 clusters Score -1.171554e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77586 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -11715532.000000 Penalty: 5599.427734 Iteration 52Q: 3 clusters Score -1.171553e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77597 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -11715533.000000 Penalty: 5599.427734 Iteration 53Q: 3 clusters Score -1.171553e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77603 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -11715538.000000 Penalty: 5599.427734 Iteration 54Q: 3 clusters Score -1.171554e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77608 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -11715526.000000 Penalty: 5599.427734 Iteration 55Q: 3 clusters Score -1.171553e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77616 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -11715540.000000 Penalty: 5599.427734 Iteration 56Q: 3 clusters Score -1.171554e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77620 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -11715546.000000 Penalty: 5599.427734 Iteration 57Q: 3 clusters Score -1.171555e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77624 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -11715541.000000 Penalty: 5599.427734 Iteration 58Q: 3 clusters Score -1.171554e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77625 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -11715541.000000 Penalty: 5599.427734 Iteration 59Q: 3 clusters Score -1.171554e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77630 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -11715543.000000 Penalty: 5599.427734 Iteration 60F: 3 clusters Score -1.171554e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77632 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -11715541.000000 Penalty: 5599.427734 Iteration 61Q: 3 clusters Score -1.171554e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77632 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -11715541.000000 Penalty: 5599.427734 Iteration 62F: 3 clusters Score -1.171554e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9378 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9378 members Entering Unmasked Estep Score: -1446750.500000 Penalty: 2268.238281 Iteration 0F: 2 clusters Score -1446750 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -1439488.875000 Penalty: 4536.476562 Iteration 0F: 3 clusters Score -1439489 nChanged 3853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -1441593.625000 Penalty: 4536.476562 Iteration 1F: 3 clusters Score -1441594 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -1441876.750000 Penalty: 4536.476562 Iteration 2F: 3 clusters Score -1441877 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -1442076.375000 Penalty: 4536.476562 Iteration 3Q: 3 clusters Score -1442076 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -1442221.250000 Penalty: 4536.476562 Iteration 4Q: 3 clusters Score -1442221 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -1442376.500000 Penalty: 4536.476562 Iteration 5Q: 3 clusters Score -1442376 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -1442510.125000 Penalty: 4536.476562 Iteration 6Q: 3 clusters Score -1442510 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -1442652.750000 Penalty: 4536.476562 Iteration 7Q: 3 clusters Score -1442653 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -1442803.125000 Penalty: 4536.476562 Iteration 8Q: 3 clusters Score -1442803 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -1442939.625000 Penalty: 4536.476562 Iteration 9Q: 3 clusters Score -1442940 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 6570 members Entering Unmasked Estep Score: -1443103.375000 Penalty: 4536.476562 Iteration 10Q: 3 clusters Score -1443103 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -1443310.500000 Penalty: 4536.476562 Iteration 11Q: 3 clusters Score -1443310 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -1443547.250000 Penalty: 4536.476562 Iteration 12Q: 3 clusters Score -1443547 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 7480 members Entering Unmasked Estep Score: -1443809.875000 Penalty: 4536.476562 Iteration 13Q: 3 clusters Score -1443810 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 7726 members Entering Unmasked Estep Score: -1444025.625000 Penalty: 4536.476562 Iteration 14Q: 3 clusters Score -1444026 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 7943 members Entering Unmasked Estep Score: -1444235.500000 Penalty: 4536.476562 Iteration 15Q: 3 clusters Score -1444236 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 8125 members Entering Unmasked Estep Score: -1444439.125000 Penalty: 4536.476562 Iteration 16Q: 3 clusters Score -1444439 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 8256 members Entering Unmasked Estep Score: -1444610.500000 Penalty: 4536.476562 Iteration 17Q: 3 clusters Score -1444610 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 8352 members Entering Unmasked Estep Score: -1444736.375000 Penalty: 4536.476562 Iteration 18Q: 3 clusters Score -1444736 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 8417 members Entering Unmasked Estep Score: -1444822.625000 Penalty: 4536.476562 Iteration 19Q: 3 clusters Score -1444823 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 8452 members Entering Unmasked Estep Score: -1444882.750000 Penalty: 4536.476562 Iteration 20F: 3 clusters Score -1444883 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 8477 members Entering Unmasked Estep Score: -1444931.375000 Penalty: 4536.476562 Iteration 21Q: 3 clusters Score -1444931 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 8502 members Entering Unmasked Estep Score: -1444966.000000 Penalty: 4536.476562 Iteration 22Q: 3 clusters Score -1444966 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 8517 members Entering Unmasked Estep Score: -1444984.375000 Penalty: 4536.476562 Iteration 23Q: 3 clusters Score -1444984 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -1444996.375000 Penalty: 4536.476562 Iteration 24Q: 3 clusters Score -1444996 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -1445007.750000 Penalty: 4536.476562 Iteration 25Q: 3 clusters Score -1445008 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 8540 members Entering Unmasked Estep Score: -1445020.375000 Penalty: 4536.476562 Iteration 26Q: 3 clusters Score -1445020 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 8547 members Entering Unmasked Estep Score: -1445024.500000 Penalty: 4536.476562 Iteration 27Q: 3 clusters Score -1445024 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -1445028.000000 Penalty: 4536.476562 Iteration 28Q: 3 clusters Score -1445028 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 8560 members Entering Unmasked Estep Score: -1445037.625000 Penalty: 4536.476562 Iteration 29Q: 3 clusters Score -1445038 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 8564 members Entering Unmasked Estep Score: -1445038.125000 Penalty: 4536.476562 Iteration 30Q: 3 clusters Score -1445038 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 8567 members Entering Unmasked Estep Score: -1445039.500000 Penalty: 4536.476562 Iteration 31Q: 3 clusters Score -1445040 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 8570 members Entering Unmasked Estep Score: -1445041.875000 Penalty: 4536.476562 Iteration 32Q: 3 clusters Score -1445042 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 8570 members Entering Unmasked Estep Score: -1445043.500000 Penalty: 4536.476562 Iteration 33Q: 3 clusters Score -1445044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 8571 members Entering Unmasked Estep Score: -1445043.000000 Penalty: 4536.476562 Iteration 34Q: 3 clusters Score -1445043 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 8571 members Entering Unmasked Estep Score: -1445043.000000 Penalty: 4536.476562 Iteration 35F: 3 clusters Score -1445043 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (694 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Entering Unmasked Estep Score: -101006.585938 Penalty: 1622.533081 Iteration 0F: 2 clusters Score -101006.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -99347.750000 Penalty: 3245.066162 Iteration 0F: 3 clusters Score -99347.75 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -99543.296875 Penalty: 3245.066162 Iteration 1F: 3 clusters Score -99543.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -99626.640625 Penalty: 3245.066162 Iteration 2F: 3 clusters Score -99626.64 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -99669.414062 Penalty: 3245.066162 Iteration 3Q: 3 clusters Score -99669.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -99689.390625 Penalty: 3245.066162 Iteration 4Q: 3 clusters Score -99689.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -99707.828125 Penalty: 3245.066162 Iteration 5Q: 3 clusters Score -99707.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -99723.148438 Penalty: 3245.066162 Iteration 6Q: 3 clusters Score -99723.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -99732.062500 Penalty: 3245.066162 Iteration 7Q: 3 clusters Score -99732.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -99736.460938 Penalty: 3245.066162 Iteration 8Q: 3 clusters Score -99736.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -99739.382812 Penalty: 3245.066162 Iteration 9Q: 3 clusters Score -99739.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -99746.625000 Penalty: 3245.066162 Iteration 10Q: 3 clusters Score -99746.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -99759.570312 Penalty: 3245.066162 Iteration 11Q: 3 clusters Score -99759.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -99766.164062 Penalty: 3245.066162 Iteration 12Q: 3 clusters Score -99766.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -99766.578125 Penalty: 3245.066162 Iteration 13Q: 3 clusters Score -99766.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -99766.578125 Penalty: 3245.066162 Iteration 14F: 3 clusters Score -99766.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (7043 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Entering Unmasked Estep Score: -1076254.000000 Penalty: 2197.227783 Iteration 0F: 2 clusters Score -1076254 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -1070493.875000 Penalty: 4394.455566 Iteration 0F: 3 clusters Score -1070494 nChanged 2795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -1072098.625000 Penalty: 4394.455566 Iteration 1F: 3 clusters Score -1072099 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -1072346.250000 Penalty: 4394.455566 Iteration 2F: 3 clusters Score -1072346 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -1072543.500000 Penalty: 4394.455566 Iteration 3F: 3 clusters Score -1072544 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -1072682.250000 Penalty: 4394.455566 Iteration 4Q: 3 clusters Score -1072682 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -1072794.625000 Penalty: 4394.455566 Iteration 5Q: 3 clusters Score -1072795 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -1072884.375000 Penalty: 4394.455566 Iteration 6Q: 3 clusters Score -1072884 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -1072962.250000 Penalty: 4394.455566 Iteration 7Q: 3 clusters Score -1072962 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -1073023.625000 Penalty: 4394.455566 Iteration 8Q: 3 clusters Score -1073024 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -1073084.625000 Penalty: 4394.455566 Iteration 9Q: 3 clusters Score -1073085 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -1073136.375000 Penalty: 4394.455566 Iteration 10Q: 3 clusters Score -1073136 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -1073183.375000 Penalty: 4394.455566 Iteration 11Q: 3 clusters Score -1073183 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -1073237.875000 Penalty: 4394.455566 Iteration 12Q: 3 clusters Score -1073238 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -1073300.750000 Penalty: 4394.455566 Iteration 13Q: 3 clusters Score -1073301 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -1073372.250000 Penalty: 4394.455566 Iteration 14Q: 3 clusters Score -1073372 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -1073454.500000 Penalty: 4394.455566 Iteration 15Q: 3 clusters Score -1073454 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -1073532.750000 Penalty: 4394.455566 Iteration 16Q: 3 clusters Score -1073533 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -1073615.000000 Penalty: 4394.455566 Iteration 17Q: 3 clusters Score -1073615 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -1073681.250000 Penalty: 4394.455566 Iteration 18Q: 3 clusters Score -1073681 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -1073747.000000 Penalty: 4394.455566 Iteration 19Q: 3 clusters Score -1073747 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -1073821.125000 Penalty: 4394.455566 Iteration 20F: 3 clusters Score -1073821 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -1073908.000000 Penalty: 4394.455566 Iteration 21Q: 3 clusters Score -1073908 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5992 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -1073997.000000 Penalty: 4394.455566 Iteration 22Q: 3 clusters Score -1073997 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -1074082.875000 Penalty: 4394.455566 Iteration 23Q: 3 clusters Score -1074083 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -1074163.500000 Penalty: 4394.455566 Iteration 24Q: 3 clusters Score -1074164 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -1074230.875000 Penalty: 4394.455566 Iteration 25Q: 3 clusters Score -1074231 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6356 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -1074297.000000 Penalty: 4394.455566 Iteration 26Q: 3 clusters Score -1074297 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -1074337.875000 Penalty: 4394.455566 Iteration 27Q: 3 clusters Score -1074338 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -1074373.375000 Penalty: 4394.455566 Iteration 28Q: 3 clusters Score -1074373 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6468 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1074397.750000 Penalty: 4394.455566 Iteration 29Q: 3 clusters Score -1074398 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -1074408.375000 Penalty: 4394.455566 Iteration 30Q: 3 clusters Score -1074408 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -1074419.000000 Penalty: 4394.455566 Iteration 31Q: 3 clusters Score -1074419 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -1074427.500000 Penalty: 4394.455566 Iteration 32Q: 3 clusters Score -1074428 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -1074432.000000 Penalty: 4394.455566 Iteration 33Q: 3 clusters Score -1074432 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -1074433.500000 Penalty: 4394.455566 Iteration 34Q: 3 clusters Score -1074434 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -1074435.250000 Penalty: 4394.455566 Iteration 35Q: 3 clusters Score -1074435 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1074435.625000 Penalty: 4394.455566 Iteration 36Q: 3 clusters Score -1074436 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6521 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -1074437.375000 Penalty: 4394.455566 Iteration 37Q: 3 clusters Score -1074437 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -1074439.250000 Penalty: 4394.455566 Iteration 38Q: 3 clusters Score -1074439 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -1074439.875000 Penalty: 4394.455566 Iteration 39Q: 3 clusters Score -1074440 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6528 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -1074439.000000 Penalty: 4394.455566 Iteration 40F: 3 clusters Score -1074439 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -1074441.125000 Penalty: 4394.455566 Iteration 41Q: 3 clusters Score -1074441 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -1074441.125000 Penalty: 4394.455566 Iteration 42F: 3 clusters Score -1074441 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (73480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73480 members Entering Unmasked Estep Score: -11419997.000000 Penalty: 2778.782471 Iteration 0F: 2 clusters Score -1.142e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36790 members Mstep: Class 2 contains 36690 members Entering Unmasked Estep Score: -11370756.000000 Penalty: 5557.564941 Iteration 0F: 3 clusters Score -1.137076e+07 nChanged 34552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37744 members Mstep: Class 2 contains 35736 members Entering Unmasked Estep Score: -11389977.000000 Penalty: 5557.564941 Iteration 1F: 3 clusters Score -1.138998e+07 nChanged 2592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38220 members Mstep: Class 2 contains 35260 members Entering Unmasked Estep Score: -11390589.000000 Penalty: 5557.564941 Iteration 2Q: 3 clusters Score -1.139059e+07 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38930 members Mstep: Class 2 contains 34550 members Entering Unmasked Estep Score: -11391300.000000 Penalty: 5557.564941 Iteration 3Q: 3 clusters Score -1.13913e+07 nChanged 2506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39996 members Mstep: Class 2 contains 33484 members Entering Unmasked Estep Score: -11391939.000000 Penalty: 5557.564941 Iteration 4Q: 3 clusters Score -1.139194e+07 nChanged 2652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41568 members Mstep: Class 2 contains 31912 members Entering Unmasked Estep Score: -11392748.000000 Penalty: 5557.564941 Iteration 5Q: 3 clusters Score -1.139275e+07 nChanged 2908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43750 members Mstep: Class 2 contains 29730 members Entering Unmasked Estep Score: -11393825.000000 Penalty: 5557.564941 Iteration 6Q: 3 clusters Score -1.139382e+07 nChanged 3507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46793 members Mstep: Class 2 contains 26687 members Entering Unmasked Estep Score: -11395363.000000 Penalty: 5557.564941 Iteration 7Q: 3 clusters Score -1.139536e+07 nChanged 4233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50738 members Mstep: Class 2 contains 22742 members Entering Unmasked Estep Score: -11397914.000000 Penalty: 5557.564941 Iteration 8F: 3 clusters Score -1.139791e+07 nChanged 5135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55741 members Mstep: Class 2 contains 17739 members Entering Unmasked Estep Score: -11401745.000000 Penalty: 5557.564941 Iteration 9F: 3 clusters Score -1.140174e+07 nChanged 5577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61250 members Mstep: Class 2 contains 12230 members Entering Unmasked Estep Score: -11406589.000000 Penalty: 5557.564941 Iteration 10F: 3 clusters Score -1.140659e+07 nChanged 5013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66243 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -11411314.000000 Penalty: 5557.564941 Iteration 11F: 3 clusters Score -1.141131e+07 nChanged 3492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69727 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -11414610.000000 Penalty: 5557.564941 Iteration 12Q: 3 clusters Score -1.141461e+07 nChanged 1827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71540 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -11416283.000000 Penalty: 5557.564941 Iteration 13Q: 3 clusters Score -1.141628e+07 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72332 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -11417027.000000 Penalty: 5557.564941 Iteration 14Q: 3 clusters Score -1.141703e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72685 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -11417372.000000 Penalty: 5557.564941 Iteration 15Q: 3 clusters Score -1.141737e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72834 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -11417580.000000 Penalty: 5557.564941 Iteration 16Q: 3 clusters Score -1.141758e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72897 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -11417658.000000 Penalty: 5557.564941 Iteration 17Q: 3 clusters Score -1.141766e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72920 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -11417695.000000 Penalty: 5557.564941 Iteration 18Q: 3 clusters Score -1.14177e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72929 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -11417724.000000 Penalty: 5557.564941 Iteration 19Q: 3 clusters Score -1.141772e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72943 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -11417745.000000 Penalty: 5557.564941 Iteration 20F: 3 clusters Score -1.141774e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72951 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -11417766.000000 Penalty: 5557.564941 Iteration 21Q: 3 clusters Score -1.141777e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72961 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -11417786.000000 Penalty: 5557.564941 Iteration 22Q: 3 clusters Score -1.141779e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72968 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -11417805.000000 Penalty: 5557.564941 Iteration 23Q: 3 clusters Score -1.14178e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72966 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -11417821.000000 Penalty: 5557.564941 Iteration 24Q: 3 clusters Score -1.141782e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72963 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -11417829.000000 Penalty: 5557.564941 Iteration 25Q: 3 clusters Score -1.141783e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72965 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -11417840.000000 Penalty: 5557.564941 Iteration 26Q: 3 clusters Score -1.141784e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72965 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -11417851.000000 Penalty: 5557.564941 Iteration 27Q: 3 clusters Score -1.141785e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72969 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -11417851.000000 Penalty: 5557.564941 Iteration 28Q: 3 clusters Score -1.141785e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72972 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -11417857.000000 Penalty: 5557.564941 Iteration 29Q: 3 clusters Score -1.141786e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72971 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -11417857.000000 Penalty: 5557.564941 Iteration 30Q: 3 clusters Score -1.141786e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72972 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -11417855.000000 Penalty: 5557.564941 Iteration 31Q: 3 clusters Score -1.141786e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72972 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -11417851.000000 Penalty: 5557.564941 Iteration 32Q: 3 clusters Score -1.141785e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72974 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -11417853.000000 Penalty: 5557.564941 Iteration 33Q: 3 clusters Score -1.141785e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72974 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -11417858.000000 Penalty: 5557.564941 Iteration 34Q: 3 clusters Score -1.141786e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72975 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -11417860.000000 Penalty: 5557.564941 Iteration 35Q: 3 clusters Score -1.141786e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72975 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -11417860.000000 Penalty: 5557.564941 Iteration 36F: 3 clusters Score -1.141786e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Entering Unmasked Estep Score: -242342.703125 Penalty: 1862.858154 Iteration 0F: 2 clusters Score -242342.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -239879.656250 Penalty: 3725.716309 Iteration 0F: 3 clusters Score -239879.7 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -240458.578125 Penalty: 3725.716309 Iteration 1F: 3 clusters Score -240458.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -240691.593750 Penalty: 3725.716309 Iteration 2F: 3 clusters Score -240691.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -240965.265625 Penalty: 3725.716309 Iteration 3F: 3 clusters Score -240965.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -241228.375000 Penalty: 3725.716309 Iteration 4F: 3 clusters Score -241228.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -241545.921875 Penalty: 3725.716309 Iteration 5F: 3 clusters Score -241545.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -241881.453125 Penalty: 3725.716309 Iteration 6F: 3 clusters Score -241881.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -242183.171875 Penalty: 3725.716309 Iteration 7F: 3 clusters Score -242183.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -242339.765625 Penalty: 3725.716309 Iteration 8F: 3 clusters Score -242339.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -242466.406250 Penalty: 3725.716309 Iteration 9Q: 3 clusters Score -242466.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -242528.421875 Penalty: 3725.716309 Iteration 10Q: 3 clusters Score -242528.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -242567.828125 Penalty: 3725.716309 Iteration 11Q: 3 clusters Score -242567.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -242606.921875 Penalty: 3725.716309 Iteration 12Q: 3 clusters Score -242606.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -242629.125000 Penalty: 3725.716309 Iteration 13Q: 3 clusters Score -242629.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -242639.671875 Penalty: 3725.716309 Iteration 14Q: 3 clusters Score -242639.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -242655.468750 Penalty: 3725.716309 Iteration 15Q: 3 clusters Score -242655.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -242666.296875 Penalty: 3725.716309 Iteration 16Q: 3 clusters Score -242666.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -242671.671875 Penalty: 3725.716309 Iteration 17Q: 3 clusters Score -242671.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -242675.906250 Penalty: 3725.716309 Iteration 18Q: 3 clusters Score -242675.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -242679.031250 Penalty: 3725.716309 Iteration 19Q: 3 clusters Score -242679 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -242686.468750 Penalty: 3725.716309 Iteration 20F: 3 clusters Score -242686.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -242691.093750 Penalty: 3725.716309 Iteration 21Q: 3 clusters Score -242691.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -242693.296875 Penalty: 3725.716309 Iteration 22Q: 3 clusters Score -242693.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -242693.562500 Penalty: 3725.716309 Iteration 23Q: 3 clusters Score -242693.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -242694.031250 Penalty: 3725.716309 Iteration 24Q: 3 clusters Score -242694 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -242694.031250 Penalty: 3725.716309 Iteration 25F: 3 clusters Score -242694 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9363 members Mstep: Class 2 contains 6103 members Mstep: Class 3 contains 2587 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3686 members Mstep: Class 6 contains 29396 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 164 members Mstep: Class 9 contains 3653 members Mstep: Class 10 contains 5171 members Mstep: Class 11 contains 8036 members Mstep: Class 12 contains 5718 members Mstep: Class 13 contains 7130 members Mstep: Class 14 contains 23611 members Mstep: Class 15 contains 26980 members Mstep: Class 16 contains 79951 members Mstep: Class 17 contains 9378 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7043 members Mstep: Class 20 contains 73480 members Mstep: Class 21 contains 1117 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1539 members Mstep: Class 24 contains 3761 members Mstep: Class 25 contains 7131 members Mstep: Class 26 contains 3743 members Mstep: Class 27 contains 12940 members Mstep: Class 28 contains 6930 members Mstep: Class 29 contains 5092 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71480 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2365 members Mstep: Class 36 contains 4523 members Mstep: Class 37 contains 14077 members Mstep: Class 38 contains 712 members Entering Unmasked Estep Score: -65626012.000000 Penalty: 122546.054688 Splitting cluster 21 changes total score from -65627104.000000 to -65626012.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Entering Unmasked Estep Score: -79929.109375 Penalty: 1571.093506 Iteration 0F: 2 clusters Score -79929.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -78402.648438 Penalty: 3142.187012 Iteration 0F: 3 clusters Score -78402.65 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -78702.960938 Penalty: 3142.187012 Iteration 1F: 3 clusters Score -78702.96 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -78851.671875 Penalty: 3142.187012 Iteration 2F: 3 clusters Score -78851.67 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -78933.437500 Penalty: 3142.187012 Iteration 3F: 3 clusters Score -78933.44 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -79094.492188 Penalty: 3142.187012 Iteration 4F: 3 clusters Score -79094.49 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -79269.664062 Penalty: 3142.187012 Iteration 5F: 3 clusters Score -79269.66 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -79363.132812 Penalty: 3142.187012 Iteration 6Q: 3 clusters Score -79363.13 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -79435.367188 Penalty: 3142.187012 Iteration 7Q: 3 clusters Score -79435.37 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -79498.093750 Penalty: 3142.187012 Iteration 8Q: 3 clusters Score -79498.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -79537.617188 Penalty: 3142.187012 Iteration 9Q: 3 clusters Score -79537.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -79561.664062 Penalty: 3142.187012 Iteration 10Q: 3 clusters Score -79561.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -79599.476562 Penalty: 3142.187012 Iteration 11Q: 3 clusters Score -79599.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -79607.187500 Penalty: 3142.187012 Iteration 12Q: 3 clusters Score -79607.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -79607.187500 Penalty: 3142.187012 Iteration 13F: 3 clusters Score -79607.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1539 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Entering Unmasked Estep Score: -220196.218750 Penalty: 1820.044312 Iteration 0F: 2 clusters Score -220196.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -217907.484375 Penalty: 3640.088623 Iteration 0F: 3 clusters Score -217907.5 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -218483.000000 Penalty: 3640.088623 Iteration 1F: 3 clusters Score -218483 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -218836.343750 Penalty: 3640.088623 Iteration 2F: 3 clusters Score -218836.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -219057.234375 Penalty: 3640.088623 Iteration 3F: 3 clusters Score -219057.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -219215.609375 Penalty: 3640.088623 Iteration 4F: 3 clusters Score -219215.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -219280.796875 Penalty: 3640.088623 Iteration 5Q: 3 clusters Score -219280.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -219331.828125 Penalty: 3640.088623 Iteration 6Q: 3 clusters Score -219331.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -219376.703125 Penalty: 3640.088623 Iteration 7Q: 3 clusters Score -219376.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -219403.906250 Penalty: 3640.088623 Iteration 8Q: 3 clusters Score -219403.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -219424.343750 Penalty: 3640.088623 Iteration 9Q: 3 clusters Score -219424.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -219432.968750 Penalty: 3640.088623 Iteration 10Q: 3 clusters Score -219433 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -219442.437500 Penalty: 3640.088623 Iteration 11Q: 3 clusters Score -219442.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -219451.468750 Penalty: 3640.088623 Iteration 12Q: 3 clusters Score -219451.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -219454.093750 Penalty: 3640.088623 Iteration 13Q: 3 clusters Score -219454.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -219455.796875 Penalty: 3640.088623 Iteration 14Q: 3 clusters Score -219455.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -219455.796875 Penalty: 3640.088623 Iteration 15F: 3 clusters Score -219455.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (3761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Entering Unmasked Estep Score: -530042.250000 Penalty: 2041.645142 Iteration 0F: 2 clusters Score -530042.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -526353.812500 Penalty: 4083.290283 Iteration 0F: 3 clusters Score -526353.8 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -527204.312500 Penalty: 4083.290283 Iteration 1F: 3 clusters Score -527204.3 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -527412.187500 Penalty: 4083.290283 Iteration 2F: 3 clusters Score -527412.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -527599.937500 Penalty: 4083.290283 Iteration 3F: 3 clusters Score -527599.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -527740.687500 Penalty: 4083.290283 Iteration 4Q: 3 clusters Score -527740.7 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -527869.187500 Penalty: 4083.290283 Iteration 5Q: 3 clusters Score -527869.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -527989.875000 Penalty: 4083.290283 Iteration 6Q: 3 clusters Score -527989.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -528103.625000 Penalty: 4083.290283 Iteration 7Q: 3 clusters Score -528103.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -528188.250000 Penalty: 4083.290283 Iteration 8Q: 3 clusters Score -528188.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -528271.437500 Penalty: 4083.290283 Iteration 9Q: 3 clusters Score -528271.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -528351.250000 Penalty: 4083.290283 Iteration 10Q: 3 clusters Score -528351.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -528410.750000 Penalty: 4083.290283 Iteration 11Q: 3 clusters Score -528410.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -528462.875000 Penalty: 4083.290283 Iteration 12Q: 3 clusters Score -528462.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -528499.250000 Penalty: 4083.290283 Iteration 13Q: 3 clusters Score -528499.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -528531.437500 Penalty: 4083.290283 Iteration 14Q: 3 clusters Score -528531.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -528555.937500 Penalty: 4083.290283 Iteration 15Q: 3 clusters Score -528555.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -528569.812500 Penalty: 4083.290283 Iteration 16Q: 3 clusters Score -528569.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -528586.500000 Penalty: 4083.290283 Iteration 17Q: 3 clusters Score -528586.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -528600.062500 Penalty: 4083.290283 Iteration 18Q: 3 clusters Score -528600.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -528607.625000 Penalty: 4083.290283 Iteration 19Q: 3 clusters Score -528607.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -528615.750000 Penalty: 4083.290283 Iteration 20F: 3 clusters Score -528615.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -528622.937500 Penalty: 4083.290283 Iteration 21Q: 3 clusters Score -528622.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -528631.437500 Penalty: 4083.290283 Iteration 22Q: 3 clusters Score -528631.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -528635.687500 Penalty: 4083.290283 Iteration 23Q: 3 clusters Score -528635.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -528639.562500 Penalty: 4083.290283 Iteration 24Q: 3 clusters Score -528639.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -528642.187500 Penalty: 4083.290283 Iteration 25Q: 3 clusters Score -528642.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -528645.125000 Penalty: 4083.290283 Iteration 26Q: 3 clusters Score -528645.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -528649.687500 Penalty: 4083.290283 Iteration 27Q: 3 clusters Score -528649.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -528652.750000 Penalty: 4083.290283 Iteration 28Q: 3 clusters Score -528652.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -528655.812500 Penalty: 4083.290283 Iteration 29Q: 3 clusters Score -528655.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -528658.187500 Penalty: 4083.290283 Iteration 30Q: 3 clusters Score -528658.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -528662.437500 Penalty: 4083.290283 Iteration 31Q: 3 clusters Score -528662.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -528664.937500 Penalty: 4083.290283 Iteration 32Q: 3 clusters Score -528664.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -528669.125000 Penalty: 4083.290283 Iteration 33Q: 3 clusters Score -528669.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -528670.250000 Penalty: 4083.290283 Iteration 34Q: 3 clusters Score -528670.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -528672.875000 Penalty: 4083.290283 Iteration 35Q: 3 clusters Score -528672.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -528674.125000 Penalty: 4083.290283 Iteration 36Q: 3 clusters Score -528674.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -528675.125000 Penalty: 4083.290283 Iteration 37Q: 3 clusters Score -528675.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -528675.812500 Penalty: 4083.290283 Iteration 38Q: 3 clusters Score -528675.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -528678.375000 Penalty: 4083.290283 Iteration 39Q: 3 clusters Score -528678.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -528679.875000 Penalty: 4083.290283 Iteration 40F: 3 clusters Score -528679.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -528684.312500 Penalty: 4083.290283 Iteration 41Q: 3 clusters Score -528684.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -528686.187500 Penalty: 4083.290283 Iteration 42Q: 3 clusters Score -528686.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -528687.937500 Penalty: 4083.290283 Iteration 43Q: 3 clusters Score -528687.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -528689.687500 Penalty: 4083.290283 Iteration 44Q: 3 clusters Score -528689.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -528691.062500 Penalty: 4083.290283 Iteration 45Q: 3 clusters Score -528691.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -528691.750000 Penalty: 4083.290283 Iteration 46Q: 3 clusters Score -528691.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -528694.062500 Penalty: 4083.290283 Iteration 47Q: 3 clusters Score -528694.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -528694.187500 Penalty: 4083.290283 Iteration 48Q: 3 clusters Score -528694.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -528695.062500 Penalty: 4083.290283 Iteration 49Q: 3 clusters Score -528695.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -528697.125000 Penalty: 4083.290283 Iteration 50Q: 3 clusters Score -528697.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -528698.062500 Penalty: 4083.290283 Iteration 51Q: 3 clusters Score -528698.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -528699.000000 Penalty: 4083.290283 Iteration 52Q: 3 clusters Score -528699 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -528699.000000 Penalty: 4083.290283 Iteration 53Q: 3 clusters Score -528699 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -528699.000000 Penalty: 4083.290283 Iteration 54F: 3 clusters Score -528699 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (7131 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Entering Unmasked Estep Score: -1110273.625000 Penalty: 2200.307373 Iteration 0F: 2 clusters Score -1110274 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -1104405.375000 Penalty: 4400.614746 Iteration 0F: 3 clusters Score -1104405 nChanged 2865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -1105914.875000 Penalty: 4400.614746 Iteration 1F: 3 clusters Score -1105915 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -1106220.500000 Penalty: 4400.614746 Iteration 2F: 3 clusters Score -1106220 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -1106458.375000 Penalty: 4400.614746 Iteration 3F: 3 clusters Score -1106458 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -1106636.500000 Penalty: 4400.614746 Iteration 4Q: 3 clusters Score -1106636 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -1106776.375000 Penalty: 4400.614746 Iteration 5Q: 3 clusters Score -1106776 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -1106882.125000 Penalty: 4400.614746 Iteration 6Q: 3 clusters Score -1106882 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -1106967.375000 Penalty: 4400.614746 Iteration 7Q: 3 clusters Score -1106967 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -1107043.250000 Penalty: 4400.614746 Iteration 8Q: 3 clusters Score -1107043 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -1107112.250000 Penalty: 4400.614746 Iteration 9Q: 3 clusters Score -1107112 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -1107176.000000 Penalty: 4400.614746 Iteration 10Q: 3 clusters Score -1107176 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -1107234.875000 Penalty: 4400.614746 Iteration 11Q: 3 clusters Score -1107235 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -1107290.750000 Penalty: 4400.614746 Iteration 12Q: 3 clusters Score -1107291 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -1107343.250000 Penalty: 4400.614746 Iteration 13Q: 3 clusters Score -1107343 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -1107385.375000 Penalty: 4400.614746 Iteration 14Q: 3 clusters Score -1107385 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -1107420.000000 Penalty: 4400.614746 Iteration 15Q: 3 clusters Score -1107420 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -1107454.125000 Penalty: 4400.614746 Iteration 16Q: 3 clusters Score -1107454 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -1107486.000000 Penalty: 4400.614746 Iteration 17Q: 3 clusters Score -1107486 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -1107516.625000 Penalty: 4400.614746 Iteration 18Q: 3 clusters Score -1107517 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -1107558.500000 Penalty: 4400.614746 Iteration 19Q: 3 clusters Score -1107558 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -1107590.375000 Penalty: 4400.614746 Iteration 20F: 3 clusters Score -1107590 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -1107629.375000 Penalty: 4400.614746 Iteration 21Q: 3 clusters Score -1107629 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -1107667.125000 Penalty: 4400.614746 Iteration 22Q: 3 clusters Score -1107667 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -1107699.500000 Penalty: 4400.614746 Iteration 23Q: 3 clusters Score -1107700 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -1107741.000000 Penalty: 4400.614746 Iteration 24Q: 3 clusters Score -1107741 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -1107774.750000 Penalty: 4400.614746 Iteration 25Q: 3 clusters Score -1107775 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -1107804.750000 Penalty: 4400.614746 Iteration 26Q: 3 clusters Score -1107805 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -1107837.375000 Penalty: 4400.614746 Iteration 27Q: 3 clusters Score -1107837 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -1107872.375000 Penalty: 4400.614746 Iteration 28Q: 3 clusters Score -1107872 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -1107906.125000 Penalty: 4400.614746 Iteration 29Q: 3 clusters Score -1107906 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1107945.250000 Penalty: 4400.614746 Iteration 30Q: 3 clusters Score -1107945 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -1107981.500000 Penalty: 4400.614746 Iteration 31Q: 3 clusters Score -1107982 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -1108010.625000 Penalty: 4400.614746 Iteration 32Q: 3 clusters Score -1108011 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -1108035.875000 Penalty: 4400.614746 Iteration 33Q: 3 clusters Score -1108036 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -1108062.000000 Penalty: 4400.614746 Iteration 34Q: 3 clusters Score -1108062 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -1108083.250000 Penalty: 4400.614746 Iteration 35Q: 3 clusters Score -1108083 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -1108097.750000 Penalty: 4400.614746 Iteration 36Q: 3 clusters Score -1108098 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -1108111.625000 Penalty: 4400.614746 Iteration 37Q: 3 clusters Score -1108112 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -1108124.375000 Penalty: 4400.614746 Iteration 38Q: 3 clusters Score -1108124 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -1108135.875000 Penalty: 4400.614746 Iteration 39Q: 3 clusters Score -1108136 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -1108141.500000 Penalty: 4400.614746 Iteration 40F: 3 clusters Score -1108142 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -1108144.750000 Penalty: 4400.614746 Iteration 41Q: 3 clusters Score -1108145 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -1108151.125000 Penalty: 4400.614746 Iteration 42Q: 3 clusters Score -1108151 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -1108152.375000 Penalty: 4400.614746 Iteration 43Q: 3 clusters Score -1108152 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -1108153.625000 Penalty: 4400.614746 Iteration 44Q: 3 clusters Score -1108154 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -1108153.875000 Penalty: 4400.614746 Iteration 45Q: 3 clusters Score -1108154 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -1108157.000000 Penalty: 4400.614746 Iteration 46Q: 3 clusters Score -1108157 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -1108154.875000 Penalty: 4400.614746 Iteration 47Q: 3 clusters Score -1108155 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -1108157.125000 Penalty: 4400.614746 Iteration 48Q: 3 clusters Score -1108157 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -1108159.250000 Penalty: 4400.614746 Iteration 49Q: 3 clusters Score -1108159 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -1108159.875000 Penalty: 4400.614746 Iteration 50Q: 3 clusters Score -1108160 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -1108161.625000 Penalty: 4400.614746 Iteration 51Q: 3 clusters Score -1108162 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -1108161.375000 Penalty: 4400.614746 Iteration 52Q: 3 clusters Score -1108161 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -1108164.000000 Penalty: 4400.614746 Iteration 53Q: 3 clusters Score -1108164 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -1108162.375000 Penalty: 4400.614746 Iteration 54Q: 3 clusters Score -1108162 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -1108164.875000 Penalty: 4400.614746 Iteration 55Q: 3 clusters Score -1108165 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -1108164.000000 Penalty: 4400.614746 Iteration 56Q: 3 clusters Score -1108164 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -1108163.125000 Penalty: 4400.614746 Iteration 57Q: 3 clusters Score -1108163 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -1108164.500000 Penalty: 4400.614746 Iteration 58Q: 3 clusters Score -1108164 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -1108164.000000 Penalty: 4400.614746 Iteration 59Q: 3 clusters Score -1108164 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -1108164.000000 Penalty: 4400.614746 Iteration 60F: 3 clusters Score -1108164 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (3743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Entering Unmasked Estep Score: -573904.875000 Penalty: 2040.455444 Iteration 0F: 2 clusters Score -573904.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -570180.750000 Penalty: 4080.910889 Iteration 0F: 3 clusters Score -570180.8 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -571078.937500 Penalty: 4080.910889 Iteration 1F: 3 clusters Score -571078.9 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -571356.500000 Penalty: 4080.910889 Iteration 2F: 3 clusters Score -571356.5 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -571568.500000 Penalty: 4080.910889 Iteration 3F: 3 clusters Score -571568.5 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -571777.500000 Penalty: 4080.910889 Iteration 4F: 3 clusters Score -571777.5 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -571942.437500 Penalty: 4080.910889 Iteration 5F: 3 clusters Score -571942.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -572043.562500 Penalty: 4080.910889 Iteration 6Q: 3 clusters Score -572043.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -572122.375000 Penalty: 4080.910889 Iteration 7Q: 3 clusters Score -572122.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -572167.687500 Penalty: 4080.910889 Iteration 8Q: 3 clusters Score -572167.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -572192.937500 Penalty: 4080.910889 Iteration 9Q: 3 clusters Score -572192.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -572206.125000 Penalty: 4080.910889 Iteration 10Q: 3 clusters Score -572206.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -572220.875000 Penalty: 4080.910889 Iteration 11Q: 3 clusters Score -572220.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -572233.125000 Penalty: 4080.910889 Iteration 12Q: 3 clusters Score -572233.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -572242.875000 Penalty: 4080.910889 Iteration 13Q: 3 clusters Score -572242.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -572251.562500 Penalty: 4080.910889 Iteration 14Q: 3 clusters Score -572251.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -572259.125000 Penalty: 4080.910889 Iteration 15Q: 3 clusters Score -572259.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -572265.500000 Penalty: 4080.910889 Iteration 16Q: 3 clusters Score -572265.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -572269.250000 Penalty: 4080.910889 Iteration 17Q: 3 clusters Score -572269.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -572273.937500 Penalty: 4080.910889 Iteration 18Q: 3 clusters Score -572273.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -572276.437500 Penalty: 4080.910889 Iteration 19Q: 3 clusters Score -572276.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -572279.875000 Penalty: 4080.910889 Iteration 20F: 3 clusters Score -572279.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -572284.875000 Penalty: 4080.910889 Iteration 21Q: 3 clusters Score -572284.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -572287.125000 Penalty: 4080.910889 Iteration 22Q: 3 clusters Score -572287.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -572291.000000 Penalty: 4080.910889 Iteration 23Q: 3 clusters Score -572291 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -572291.312500 Penalty: 4080.910889 Iteration 24Q: 3 clusters Score -572291.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -572292.500000 Penalty: 4080.910889 Iteration 25Q: 3 clusters Score -572292.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -572292.812500 Penalty: 4080.910889 Iteration 26Q: 3 clusters Score -572292.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -572292.812500 Penalty: 4080.910889 Iteration 27F: 3 clusters Score -572292.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (12940 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12940 members Entering Unmasked Estep Score: -1864109.875000 Penalty: 2348.083496 Iteration 0F: 2 clusters Score -1864110 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -1854489.875000 Penalty: 4696.166992 Iteration 0F: 3 clusters Score -1854490 nChanged 5490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6522 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -1857524.625000 Penalty: 4696.166992 Iteration 1F: 3 clusters Score -1857525 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6534 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -1858052.250000 Penalty: 4696.166992 Iteration 2F: 3 clusters Score -1858052 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6561 members Mstep: Class 2 contains 6379 members Entering Unmasked Estep Score: -1858550.500000 Penalty: 4696.166992 Iteration 3F: 3 clusters Score -1858550 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -1858984.125000 Penalty: 4696.166992 Iteration 4F: 3 clusters Score -1858984 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -1859362.750000 Penalty: 4696.166992 Iteration 5Q: 3 clusters Score -1859363 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -1859745.500000 Penalty: 4696.166992 Iteration 6Q: 3 clusters Score -1859746 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -1860155.125000 Penalty: 4696.166992 Iteration 7Q: 3 clusters Score -1860155 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -1860592.750000 Penalty: 4696.166992 Iteration 8Q: 3 clusters Score -1860593 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7626 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -1860975.000000 Penalty: 4696.166992 Iteration 9Q: 3 clusters Score -1860975 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7873 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -1861271.750000 Penalty: 4696.166992 Iteration 10Q: 3 clusters Score -1861272 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -1861519.250000 Penalty: 4696.166992 Iteration 11Q: 3 clusters Score -1861519 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8376 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -1861745.250000 Penalty: 4696.166992 Iteration 12Q: 3 clusters Score -1861745 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8620 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1861929.750000 Penalty: 4696.166992 Iteration 13Q: 3 clusters Score -1861930 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8837 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -1862096.125000 Penalty: 4696.166992 Iteration 14Q: 3 clusters Score -1862096 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9031 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -1862221.750000 Penalty: 4696.166992 Iteration 15Q: 3 clusters Score -1862222 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9178 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -1862297.250000 Penalty: 4696.166992 Iteration 16Q: 3 clusters Score -1862297 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -1862362.625000 Penalty: 4696.166992 Iteration 17Q: 3 clusters Score -1862363 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9448 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -1862425.500000 Penalty: 4696.166992 Iteration 18Q: 3 clusters Score -1862426 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9585 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -1862495.250000 Penalty: 4696.166992 Iteration 19Q: 3 clusters Score -1862495 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9717 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -1862565.500000 Penalty: 4696.166992 Iteration 20F: 3 clusters Score -1862566 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -1862624.375000 Penalty: 4696.166992 Iteration 21Q: 3 clusters Score -1862624 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9944 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -1862682.000000 Penalty: 4696.166992 Iteration 22Q: 3 clusters Score -1862682 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10056 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -1862744.875000 Penalty: 4696.166992 Iteration 23Q: 3 clusters Score -1862745 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10152 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -1862797.625000 Penalty: 4696.166992 Iteration 24Q: 3 clusters Score -1862798 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10247 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -1862851.375000 Penalty: 4696.166992 Iteration 25Q: 3 clusters Score -1862851 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10342 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -1862909.750000 Penalty: 4696.166992 Iteration 26Q: 3 clusters Score -1862910 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10424 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -1862959.500000 Penalty: 4696.166992 Iteration 27Q: 3 clusters Score -1862960 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10511 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -1863015.875000 Penalty: 4696.166992 Iteration 28Q: 3 clusters Score -1863016 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10584 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -1863062.625000 Penalty: 4696.166992 Iteration 29Q: 3 clusters Score -1863063 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10635 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -1863101.500000 Penalty: 4696.166992 Iteration 30Q: 3 clusters Score -1863102 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10665 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -1863130.625000 Penalty: 4696.166992 Iteration 31Q: 3 clusters Score -1863131 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10685 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -1863161.250000 Penalty: 4696.166992 Iteration 32Q: 3 clusters Score -1863161 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10707 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -1863174.250000 Penalty: 4696.166992 Iteration 33Q: 3 clusters Score -1863174 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10731 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -1863189.000000 Penalty: 4696.166992 Iteration 34Q: 3 clusters Score -1863189 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10744 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -1863203.500000 Penalty: 4696.166992 Iteration 35Q: 3 clusters Score -1863204 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10760 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -1863207.000000 Penalty: 4696.166992 Iteration 36Q: 3 clusters Score -1863207 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10772 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -1863218.875000 Penalty: 4696.166992 Iteration 37Q: 3 clusters Score -1863219 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10780 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -1863224.125000 Penalty: 4696.166992 Iteration 38Q: 3 clusters Score -1863224 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10787 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -1863231.625000 Penalty: 4696.166992 Iteration 39Q: 3 clusters Score -1863232 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10798 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -1863239.375000 Penalty: 4696.166992 Iteration 40F: 3 clusters Score -1863239 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10805 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -1863243.875000 Penalty: 4696.166992 Iteration 41Q: 3 clusters Score -1863244 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10809 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -1863246.500000 Penalty: 4696.166992 Iteration 42Q: 3 clusters Score -1863246 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10818 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -1863252.500000 Penalty: 4696.166992 Iteration 43Q: 3 clusters Score -1863252 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10825 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -1863258.375000 Penalty: 4696.166992 Iteration 44Q: 3 clusters Score -1863258 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10824 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -1863259.375000 Penalty: 4696.166992 Iteration 45Q: 3 clusters Score -1863259 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10820 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -1863259.875000 Penalty: 4696.166992 Iteration 46Q: 3 clusters Score -1863260 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10820 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -1863260.500000 Penalty: 4696.166992 Iteration 47Q: 3 clusters Score -1863260 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10821 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -1863259.125000 Penalty: 4696.166992 Iteration 48Q: 3 clusters Score -1863259 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10824 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -1863258.250000 Penalty: 4696.166992 Iteration 49Q: 3 clusters Score -1863258 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10827 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -1863260.375000 Penalty: 4696.166992 Iteration 50Q: 3 clusters Score -1863260 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10827 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -1863261.875000 Penalty: 4696.166992 Iteration 51Q: 3 clusters Score -1863262 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10824 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -1863268.000000 Penalty: 4696.166992 Iteration 52Q: 3 clusters Score -1863268 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10824 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -1863269.625000 Penalty: 4696.166992 Iteration 53Q: 3 clusters Score -1863270 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10825 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -1863268.875000 Penalty: 4696.166992 Iteration 54Q: 3 clusters Score -1863269 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10824 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -1863266.500000 Penalty: 4696.166992 Iteration 55Q: 3 clusters Score -1863266 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10824 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -1863266.500000 Penalty: 4696.166992 Iteration 56F: 3 clusters Score -1863266 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (6930 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6930 members Entering Unmasked Estep Score: -1025475.437500 Penalty: 2193.216553 Iteration 0F: 2 clusters Score -1025475 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -1019696.375000 Penalty: 4386.433105 Iteration 0F: 3 clusters Score -1019696 nChanged 2788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -1021171.875000 Penalty: 4386.433105 Iteration 1F: 3 clusters Score -1021172 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -1021443.062500 Penalty: 4386.433105 Iteration 2F: 3 clusters Score -1021443 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -1021630.875000 Penalty: 4386.433105 Iteration 3F: 3 clusters Score -1021631 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -1021794.312500 Penalty: 4386.433105 Iteration 4Q: 3 clusters Score -1021794 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -1021924.875000 Penalty: 4386.433105 Iteration 5Q: 3 clusters Score -1021925 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -1022041.375000 Penalty: 4386.433105 Iteration 6Q: 3 clusters Score -1022041 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -1022147.437500 Penalty: 4386.433105 Iteration 7Q: 3 clusters Score -1022147 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -1022247.312500 Penalty: 4386.433105 Iteration 8Q: 3 clusters Score -1022247 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -1022336.312500 Penalty: 4386.433105 Iteration 9Q: 3 clusters Score -1022336 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -1022396.562500 Penalty: 4386.433105 Iteration 10Q: 3 clusters Score -1022397 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -1022435.875000 Penalty: 4386.433105 Iteration 11Q: 3 clusters Score -1022436 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -1022469.437500 Penalty: 4386.433105 Iteration 12Q: 3 clusters Score -1022469 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -1022505.312500 Penalty: 4386.433105 Iteration 13Q: 3 clusters Score -1022505 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -1022548.500000 Penalty: 4386.433105 Iteration 14Q: 3 clusters Score -1022548 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -1022593.875000 Penalty: 4386.433105 Iteration 15Q: 3 clusters Score -1022594 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1022637.687500 Penalty: 4386.433105 Iteration 16Q: 3 clusters Score -1022638 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -1022677.812500 Penalty: 4386.433105 Iteration 17Q: 3 clusters Score -1022678 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -1022716.562500 Penalty: 4386.433105 Iteration 18Q: 3 clusters Score -1022717 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -1022746.312500 Penalty: 4386.433105 Iteration 19Q: 3 clusters Score -1022746 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -1022777.437500 Penalty: 4386.433105 Iteration 20F: 3 clusters Score -1022777 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -1022806.875000 Penalty: 4386.433105 Iteration 21Q: 3 clusters Score -1022807 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -1022840.375000 Penalty: 4386.433105 Iteration 22Q: 3 clusters Score -1022840 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -1022871.187500 Penalty: 4386.433105 Iteration 23Q: 3 clusters Score -1022871 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -1022899.937500 Penalty: 4386.433105 Iteration 24Q: 3 clusters Score -1022900 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -1022925.937500 Penalty: 4386.433105 Iteration 25Q: 3 clusters Score -1022926 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -1022947.500000 Penalty: 4386.433105 Iteration 26Q: 3 clusters Score -1022948 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -1022972.250000 Penalty: 4386.433105 Iteration 27Q: 3 clusters Score -1022972 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -1023002.812500 Penalty: 4386.433105 Iteration 28Q: 3 clusters Score -1023003 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -1023040.812500 Penalty: 4386.433105 Iteration 29Q: 3 clusters Score -1023041 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -1023076.687500 Penalty: 4386.433105 Iteration 30Q: 3 clusters Score -1023077 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -1023109.125000 Penalty: 4386.433105 Iteration 31Q: 3 clusters Score -1023109 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -1023153.375000 Penalty: 4386.433105 Iteration 32Q: 3 clusters Score -1023153 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -1023196.812500 Penalty: 4386.433105 Iteration 33Q: 3 clusters Score -1023197 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 5745 members Entering Unmasked Estep Score: -1023242.750000 Penalty: 4386.433105 Iteration 34Q: 3 clusters Score -1023243 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -1023292.875000 Penalty: 4386.433105 Iteration 35Q: 3 clusters Score -1023293 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -1023328.875000 Penalty: 4386.433105 Iteration 36Q: 3 clusters Score -1023329 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -1023360.062500 Penalty: 4386.433105 Iteration 37Q: 3 clusters Score -1023360 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -1023390.312500 Penalty: 4386.433105 Iteration 38Q: 3 clusters Score -1023390 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -1023409.625000 Penalty: 4386.433105 Iteration 39Q: 3 clusters Score -1023410 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -1023425.000000 Penalty: 4386.433105 Iteration 40F: 3 clusters Score -1023425 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -1023437.250000 Penalty: 4386.433105 Iteration 41Q: 3 clusters Score -1023437 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -1023446.312500 Penalty: 4386.433105 Iteration 42Q: 3 clusters Score -1023446 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -1023455.125000 Penalty: 4386.433105 Iteration 43Q: 3 clusters Score -1023455 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -1023463.500000 Penalty: 4386.433105 Iteration 44Q: 3 clusters Score -1023464 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -1023468.000000 Penalty: 4386.433105 Iteration 45Q: 3 clusters Score -1023468 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -1023475.250000 Penalty: 4386.433105 Iteration 46Q: 3 clusters Score -1023475 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 6152 members Entering Unmasked Estep Score: -1023482.750000 Penalty: 4386.433105 Iteration 47Q: 3 clusters Score -1023483 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -1023487.125000 Penalty: 4386.433105 Iteration 48Q: 3 clusters Score -1023487 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 6172 members Entering Unmasked Estep Score: -1023496.062500 Penalty: 4386.433105 Iteration 49Q: 3 clusters Score -1023496 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -1023502.125000 Penalty: 4386.433105 Iteration 50Q: 3 clusters Score -1023502 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -1023509.750000 Penalty: 4386.433105 Iteration 51Q: 3 clusters Score -1023510 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -1023518.562500 Penalty: 4386.433105 Iteration 52Q: 3 clusters Score -1023519 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -1023520.500000 Penalty: 4386.433105 Iteration 53Q: 3 clusters Score -1023520 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -1023528.687500 Penalty: 4386.433105 Iteration 54Q: 3 clusters Score -1023529 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -1023535.812500 Penalty: 4386.433105 Iteration 55Q: 3 clusters Score -1023536 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 6246 members Entering Unmasked Estep Score: -1023537.875000 Penalty: 4386.433105 Iteration 56Q: 3 clusters Score -1023538 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -1023540.375000 Penalty: 4386.433105 Iteration 57Q: 3 clusters Score -1023540 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 6260 members Entering Unmasked Estep Score: -1023546.125000 Penalty: 4386.433105 Iteration 58Q: 3 clusters Score -1023546 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -1023550.437500 Penalty: 4386.433105 Iteration 59Q: 3 clusters Score -1023550 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -1023554.250000 Penalty: 4386.433105 Iteration 60F: 3 clusters Score -1023554 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 6280 members Entering Unmasked Estep Score: -1023560.750000 Penalty: 4386.433105 Iteration 61Q: 3 clusters Score -1023561 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -1023563.812500 Penalty: 4386.433105 Iteration 62Q: 3 clusters Score -1023564 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 6294 members Entering Unmasked Estep Score: -1023565.750000 Penalty: 4386.433105 Iteration 63Q: 3 clusters Score -1023566 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -1023569.437500 Penalty: 4386.433105 Iteration 64Q: 3 clusters Score -1023569 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 6303 members Entering Unmasked Estep Score: -1023571.187500 Penalty: 4386.433105 Iteration 65Q: 3 clusters Score -1023571 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -1023573.187500 Penalty: 4386.433105 Iteration 66Q: 3 clusters Score -1023573 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -1023573.437500 Penalty: 4386.433105 Iteration 67Q: 3 clusters Score -1023573 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -1023575.437500 Penalty: 4386.433105 Iteration 68Q: 3 clusters Score -1023575 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -1023581.750000 Penalty: 4386.433105 Iteration 69Q: 3 clusters Score -1023582 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -1023585.250000 Penalty: 4386.433105 Iteration 70Q: 3 clusters Score -1023585 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 6326 members Entering Unmasked Estep Score: -1023587.375000 Penalty: 4386.433105 Iteration 71Q: 3 clusters Score -1023587 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -1023589.875000 Penalty: 4386.433105 Iteration 72Q: 3 clusters Score -1023590 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -1023595.875000 Penalty: 4386.433105 Iteration 73Q: 3 clusters Score -1023596 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -1023596.937500 Penalty: 4386.433105 Iteration 74Q: 3 clusters Score -1023597 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 6333 members Entering Unmasked Estep Score: -1023597.375000 Penalty: 4386.433105 Iteration 75Q: 3 clusters Score -1023597 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -1023597.500000 Penalty: 4386.433105 Iteration 76Q: 3 clusters Score -1023598 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -1023597.500000 Penalty: 4386.433105 Iteration 77F: 3 clusters Score -1023598 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (5092 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Entering Unmasked Estep Score: -748970.437500 Penalty: 2116.785645 Iteration 0F: 2 clusters Score -748970.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -744420.812500 Penalty: 4233.571289 Iteration 0F: 3 clusters Score -744420.8 nChanged 1956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -745519.187500 Penalty: 4233.571289 Iteration 1F: 3 clusters Score -745519.2 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -745744.875000 Penalty: 4233.571289 Iteration 2F: 3 clusters Score -745744.9 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -745890.187500 Penalty: 4233.571289 Iteration 3F: 3 clusters Score -745890.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -745999.437500 Penalty: 4233.571289 Iteration 4Q: 3 clusters Score -745999.4 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -746095.312500 Penalty: 4233.571289 Iteration 5Q: 3 clusters Score -746095.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -746171.687500 Penalty: 4233.571289 Iteration 6Q: 3 clusters Score -746171.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -746249.687500 Penalty: 4233.571289 Iteration 7Q: 3 clusters Score -746249.7 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -746338.187500 Penalty: 4233.571289 Iteration 8Q: 3 clusters Score -746338.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -746424.125000 Penalty: 4233.571289 Iteration 9Q: 3 clusters Score -746424.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -746510.625000 Penalty: 4233.571289 Iteration 10Q: 3 clusters Score -746510.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -746598.312500 Penalty: 4233.571289 Iteration 11Q: 3 clusters Score -746598.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -746667.500000 Penalty: 4233.571289 Iteration 12Q: 3 clusters Score -746667.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -746728.250000 Penalty: 4233.571289 Iteration 13Q: 3 clusters Score -746728.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -746777.625000 Penalty: 4233.571289 Iteration 14Q: 3 clusters Score -746777.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -746816.937500 Penalty: 4233.571289 Iteration 15Q: 3 clusters Score -746816.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -746852.750000 Penalty: 4233.571289 Iteration 16Q: 3 clusters Score -746852.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -746884.125000 Penalty: 4233.571289 Iteration 17Q: 3 clusters Score -746884.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -746904.250000 Penalty: 4233.571289 Iteration 18Q: 3 clusters Score -746904.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -746920.937500 Penalty: 4233.571289 Iteration 19Q: 3 clusters Score -746920.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -746935.562500 Penalty: 4233.571289 Iteration 20F: 3 clusters Score -746935.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -746954.062500 Penalty: 4233.571289 Iteration 21Q: 3 clusters Score -746954.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -746966.000000 Penalty: 4233.571289 Iteration 22Q: 3 clusters Score -746966 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -746971.750000 Penalty: 4233.571289 Iteration 23Q: 3 clusters Score -746971.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -746977.312500 Penalty: 4233.571289 Iteration 24Q: 3 clusters Score -746977.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -746980.687500 Penalty: 4233.571289 Iteration 25Q: 3 clusters Score -746980.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -746986.187500 Penalty: 4233.571289 Iteration 26Q: 3 clusters Score -746986.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -746992.375000 Penalty: 4233.571289 Iteration 27Q: 3 clusters Score -746992.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -746996.312500 Penalty: 4233.571289 Iteration 28Q: 3 clusters Score -746996.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -747000.375000 Penalty: 4233.571289 Iteration 29Q: 3 clusters Score -747000.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -747003.812500 Penalty: 4233.571289 Iteration 30Q: 3 clusters Score -747003.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -747007.250000 Penalty: 4233.571289 Iteration 31Q: 3 clusters Score -747007.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -747012.562500 Penalty: 4233.571289 Iteration 32Q: 3 clusters Score -747012.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -747017.562500 Penalty: 4233.571289 Iteration 33Q: 3 clusters Score -747017.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -747020.000000 Penalty: 4233.571289 Iteration 34Q: 3 clusters Score -747020 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -747022.375000 Penalty: 4233.571289 Iteration 35Q: 3 clusters Score -747022.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -747022.937500 Penalty: 4233.571289 Iteration 36Q: 3 clusters Score -747022.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -747025.375000 Penalty: 4233.571289 Iteration 37Q: 3 clusters Score -747025.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -747026.187500 Penalty: 4233.571289 Iteration 38Q: 3 clusters Score -747026.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -747026.500000 Penalty: 4233.571289 Iteration 39Q: 3 clusters Score -747026.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -747029.250000 Penalty: 4233.571289 Iteration 40F: 3 clusters Score -747029.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -747033.187500 Penalty: 4233.571289 Iteration 41Q: 3 clusters Score -747033.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -747036.062500 Penalty: 4233.571289 Iteration 42Q: 3 clusters Score -747036.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -747038.250000 Penalty: 4233.571289 Iteration 43Q: 3 clusters Score -747038.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -747040.437500 Penalty: 4233.571289 Iteration 44Q: 3 clusters Score -747040.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -747040.750000 Penalty: 4233.571289 Iteration 45Q: 3 clusters Score -747040.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -747040.750000 Penalty: 4233.571289 Iteration 46F: 3 clusters Score -747040.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (570 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Entering Unmasked Estep Score: -79592.992188 Penalty: 1573.717773 Iteration 0F: 2 clusters Score -79592.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -78208.460938 Penalty: 3147.435547 Iteration 0F: 3 clusters Score -78208.46 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -78544.585938 Penalty: 3147.435547 Iteration 1F: 3 clusters Score -78544.59 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -78717.914062 Penalty: 3147.435547 Iteration 2F: 3 clusters Score -78717.91 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -79015.906250 Penalty: 3147.435547 Iteration 3F: 3 clusters Score -79015.91 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -79315.265625 Penalty: 3147.435547 Iteration 4F: 3 clusters Score -79315.27 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -79682.343750 Penalty: 3147.435547 Iteration 5F: 3 clusters Score -79682.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -80145.781250 Penalty: 3147.435547 Iteration 6Q: 3 clusters Score -80145.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -80195.687500 Penalty: 3147.435547 Iteration 7Q: 3 clusters Score -80195.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -80216.617188 Penalty: 3147.435547 Iteration 8Q: 3 clusters Score -80216.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -80216.617188 Penalty: 3147.435547 Iteration 9F: 3 clusters Score -80216.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9363 members Mstep: Class 2 contains 6103 members Mstep: Class 3 contains 2587 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3686 members Mstep: Class 6 contains 29396 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 164 members Mstep: Class 9 contains 3653 members Mstep: Class 10 contains 5171 members Mstep: Class 11 contains 8036 members Mstep: Class 12 contains 5718 members Mstep: Class 13 contains 7130 members Mstep: Class 14 contains 23611 members Mstep: Class 15 contains 26980 members Mstep: Class 16 contains 79951 members Mstep: Class 17 contains 9378 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7043 members Mstep: Class 20 contains 73480 members Mstep: Class 21 contains 1829 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1539 members Mstep: Class 24 contains 3761 members Mstep: Class 25 contains 7131 members Mstep: Class 26 contains 3743 members Mstep: Class 27 contains 12940 members Mstep: Class 28 contains 6930 members Mstep: Class 29 contains 5092 members Mstep: Class 30 contains 448 members Mstep: Class 31 contains 71480 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2365 members Mstep: Class 36 contains 4523 members Mstep: Class 37 contains 14077 members Mstep: Class 38 contains 122 members Entering Unmasked Estep Score: -65626060.000000 Penalty: 122546.054688 Splitting cluster 30 changes total score from -65627104.000000 to -65626060.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 31 (71480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71480 members Entering Unmasked Estep Score: -11110089.000000 Penalty: 2771.938721 Iteration 0F: 2 clusters Score -1.111009e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35741 members Mstep: Class 2 contains 35739 members Entering Unmasked Estep Score: -11062218.000000 Penalty: 5543.877441 Iteration 0F: 3 clusters Score -1.106222e+07 nChanged 33380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35511 members Mstep: Class 2 contains 35969 members Entering Unmasked Estep Score: -11080935.000000 Penalty: 5543.877441 Iteration 1F: 3 clusters Score -1.108094e+07 nChanged 2524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35431 members Mstep: Class 2 contains 36049 members Entering Unmasked Estep Score: -11081485.000000 Penalty: 5543.877441 Iteration 2Q: 3 clusters Score -1.108148e+07 nChanged 2419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35360 members Mstep: Class 2 contains 36120 members Entering Unmasked Estep Score: -11082139.000000 Penalty: 5543.877441 Iteration 3Q: 3 clusters Score -1.108214e+07 nChanged 2433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35265 members Mstep: Class 2 contains 36215 members Entering Unmasked Estep Score: -11082873.000000 Penalty: 5543.877441 Iteration 4Q: 3 clusters Score -1.108287e+07 nChanged 2580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35155 members Mstep: Class 2 contains 36325 members Entering Unmasked Estep Score: -11083674.000000 Penalty: 5543.877441 Iteration 5Q: 3 clusters Score -1.108367e+07 nChanged 2731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35016 members Mstep: Class 2 contains 36464 members Entering Unmasked Estep Score: -11084656.000000 Penalty: 5543.877441 Iteration 6Q: 3 clusters Score -1.108466e+07 nChanged 3050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34834 members Mstep: Class 2 contains 36646 members Entering Unmasked Estep Score: -11086071.000000 Penalty: 5543.877441 Iteration 7Q: 3 clusters Score -1.108607e+07 nChanged 3412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34512 members Mstep: Class 2 contains 36968 members Entering Unmasked Estep Score: -11087910.000000 Penalty: 5543.877441 Iteration 8Q: 3 clusters Score -1.108791e+07 nChanged 3772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34022 members Mstep: Class 2 contains 37458 members Entering Unmasked Estep Score: -11090267.000000 Penalty: 5543.877441 Iteration 9F: 3 clusters Score -1.109027e+07 nChanged 4106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33328 members Mstep: Class 2 contains 38152 members Entering Unmasked Estep Score: -11093063.000000 Penalty: 5543.877441 Iteration 10F: 3 clusters Score -1.109306e+07 nChanged 4000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32488 members Mstep: Class 2 contains 38992 members Entering Unmasked Estep Score: -11095912.000000 Penalty: 5543.877441 Iteration 11F: 3 clusters Score -1.109591e+07 nChanged 3301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31657 members Mstep: Class 2 contains 39823 members Entering Unmasked Estep Score: -11097791.000000 Penalty: 5543.877441 Iteration 12Q: 3 clusters Score -1.109779e+07 nChanged 2383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30874 members Mstep: Class 2 contains 40606 members Entering Unmasked Estep Score: -11099062.000000 Penalty: 5543.877441 Iteration 13Q: 3 clusters Score -1.109906e+07 nChanged 1865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30233 members Mstep: Class 2 contains 41247 members Entering Unmasked Estep Score: -11100201.000000 Penalty: 5543.877441 Iteration 14Q: 3 clusters Score -1.11002e+07 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29685 members Mstep: Class 2 contains 41795 members Entering Unmasked Estep Score: -11101336.000000 Penalty: 5543.877441 Iteration 15Q: 3 clusters Score -1.110134e+07 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29265 members Mstep: Class 2 contains 42215 members Entering Unmasked Estep Score: -11102448.000000 Penalty: 5543.877441 Iteration 16Q: 3 clusters Score -1.110245e+07 nChanged 1614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29073 members Mstep: Class 2 contains 42407 members Entering Unmasked Estep Score: -11103276.000000 Penalty: 5543.877441 Iteration 17Q: 3 clusters Score -1.110328e+07 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29030 members Mstep: Class 2 contains 42450 members Entering Unmasked Estep Score: -11103842.000000 Penalty: 5543.877441 Iteration 18Q: 3 clusters Score -1.110384e+07 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29175 members Mstep: Class 2 contains 42305 members Entering Unmasked Estep Score: -11104170.000000 Penalty: 5543.877441 Iteration 19Q: 3 clusters Score -1.110417e+07 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29410 members Mstep: Class 2 contains 42070 members Entering Unmasked Estep Score: -11104456.000000 Penalty: 5543.877441 Iteration 20F: 3 clusters Score -1.110446e+07 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29673 members Mstep: Class 2 contains 41807 members Entering Unmasked Estep Score: -11104676.000000 Penalty: 5543.877441 Iteration 21Q: 3 clusters Score -1.110468e+07 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29976 members Mstep: Class 2 contains 41504 members Entering Unmasked Estep Score: -11104830.000000 Penalty: 5543.877441 Iteration 22Q: 3 clusters Score -1.110483e+07 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30300 members Mstep: Class 2 contains 41180 members Entering Unmasked Estep Score: -11105016.000000 Penalty: 5543.877441 Iteration 23Q: 3 clusters Score -1.110502e+07 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30632 members Mstep: Class 2 contains 40848 members Entering Unmasked Estep Score: -11105104.000000 Penalty: 5543.877441 Iteration 24Q: 3 clusters Score -1.11051e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30976 members Mstep: Class 2 contains 40504 members Entering Unmasked Estep Score: -11105206.000000 Penalty: 5543.877441 Iteration 25Q: 3 clusters Score -1.110521e+07 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31310 members Mstep: Class 2 contains 40170 members Entering Unmasked Estep Score: -11105337.000000 Penalty: 5543.877441 Iteration 26Q: 3 clusters Score -1.110534e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31677 members Mstep: Class 2 contains 39803 members Entering Unmasked Estep Score: -11105403.000000 Penalty: 5543.877441 Iteration 27Q: 3 clusters Score -1.11054e+07 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32021 members Mstep: Class 2 contains 39459 members Entering Unmasked Estep Score: -11105492.000000 Penalty: 5543.877441 Iteration 28Q: 3 clusters Score -1.110549e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32385 members Mstep: Class 2 contains 39095 members Entering Unmasked Estep Score: -11105542.000000 Penalty: 5543.877441 Iteration 29Q: 3 clusters Score -1.110554e+07 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32739 members Mstep: Class 2 contains 38741 members Entering Unmasked Estep Score: -11105579.000000 Penalty: 5543.877441 Iteration 30Q: 3 clusters Score -1.110558e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33066 members Mstep: Class 2 contains 38414 members Entering Unmasked Estep Score: -11105628.000000 Penalty: 5543.877441 Iteration 31Q: 3 clusters Score -1.110563e+07 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33394 members Mstep: Class 2 contains 38086 members Entering Unmasked Estep Score: -11105656.000000 Penalty: 5543.877441 Iteration 32Q: 3 clusters Score -1.110566e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33735 members Mstep: Class 2 contains 37745 members Entering Unmasked Estep Score: -11105662.000000 Penalty: 5543.877441 Iteration 33Q: 3 clusters Score -1.110566e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34103 members Mstep: Class 2 contains 37377 members Entering Unmasked Estep Score: -11105666.000000 Penalty: 5543.877441 Iteration 34Q: 3 clusters Score -1.110567e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34481 members Mstep: Class 2 contains 36999 members Entering Unmasked Estep Score: -11105761.000000 Penalty: 5543.877441 Iteration 35Q: 3 clusters Score -1.110576e+07 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34866 members Mstep: Class 2 contains 36614 members Entering Unmasked Estep Score: -11105845.000000 Penalty: 5543.877441 Iteration 36Q: 3 clusters Score -1.110584e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35288 members Mstep: Class 2 contains 36192 members Entering Unmasked Estep Score: -11105951.000000 Penalty: 5543.877441 Iteration 37Q: 3 clusters Score -1.110595e+07 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35739 members Mstep: Class 2 contains 35741 members Entering Unmasked Estep Score: -11106108.000000 Penalty: 5543.877441 Iteration 38Q: 3 clusters Score -1.110611e+07 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36243 members Mstep: Class 2 contains 35237 members Entering Unmasked Estep Score: -11106204.000000 Penalty: 5543.877441 Iteration 39Q: 3 clusters Score -1.11062e+07 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36752 members Mstep: Class 2 contains 34728 members Entering Unmasked Estep Score: -11106234.000000 Penalty: 5543.877441 Iteration 40F: 3 clusters Score -1.110623e+07 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37258 members Mstep: Class 2 contains 34222 members Entering Unmasked Estep Score: -11106342.000000 Penalty: 5543.877441 Iteration 41Q: 3 clusters Score -1.110634e+07 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37782 members Mstep: Class 2 contains 33698 members Entering Unmasked Estep Score: -11106506.000000 Penalty: 5543.877441 Iteration 42Q: 3 clusters Score -1.110651e+07 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38315 members Mstep: Class 2 contains 33165 members Entering Unmasked Estep Score: -11106624.000000 Penalty: 5543.877441 Iteration 43Q: 3 clusters Score -1.110662e+07 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38879 members Mstep: Class 2 contains 32601 members Entering Unmasked Estep Score: -11106789.000000 Penalty: 5543.877441 Iteration 44Q: 3 clusters Score -1.110679e+07 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39546 members Mstep: Class 2 contains 31934 members Entering Unmasked Estep Score: -11106989.000000 Penalty: 5543.877441 Iteration 45Q: 3 clusters Score -1.110699e+07 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40220 members Mstep: Class 2 contains 31260 members Entering Unmasked Estep Score: -11107286.000000 Penalty: 5543.877441 Iteration 46Q: 3 clusters Score -1.110729e+07 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40955 members Mstep: Class 2 contains 30525 members Entering Unmasked Estep Score: -11107568.000000 Penalty: 5543.877441 Iteration 47Q: 3 clusters Score -1.110757e+07 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41743 members Mstep: Class 2 contains 29737 members Entering Unmasked Estep Score: -11107913.000000 Penalty: 5543.877441 Iteration 48Q: 3 clusters Score -1.110791e+07 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42504 members Mstep: Class 2 contains 28976 members Entering Unmasked Estep Score: -11108228.000000 Penalty: 5543.877441 Iteration 49Q: 3 clusters Score -1.110823e+07 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43226 members Mstep: Class 2 contains 28254 members Entering Unmasked Estep Score: -11108536.000000 Penalty: 5543.877441 Iteration 50Q: 3 clusters Score -1.110854e+07 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43906 members Mstep: Class 2 contains 27574 members Entering Unmasked Estep Score: -11108751.000000 Penalty: 5543.877441 Iteration 51Q: 3 clusters Score -1.110875e+07 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44473 members Mstep: Class 2 contains 27007 members Entering Unmasked Estep Score: -11108915.000000 Penalty: 5543.877441 Iteration 52Q: 3 clusters Score -1.110892e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44973 members Mstep: Class 2 contains 26507 members Entering Unmasked Estep Score: -11109015.000000 Penalty: 5543.877441 Iteration 53Q: 3 clusters Score -1.110902e+07 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45358 members Mstep: Class 2 contains 26122 members Entering Unmasked Estep Score: -11109088.000000 Penalty: 5543.877441 Iteration 54Q: 3 clusters Score -1.110909e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45672 members Mstep: Class 2 contains 25808 members Entering Unmasked Estep Score: -11109127.000000 Penalty: 5543.877441 Iteration 55Q: 3 clusters Score -1.110913e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45943 members Mstep: Class 2 contains 25537 members Entering Unmasked Estep Score: -11109147.000000 Penalty: 5543.877441 Iteration 56Q: 3 clusters Score -1.110915e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46179 members Mstep: Class 2 contains 25301 members Entering Unmasked Estep Score: -11109193.000000 Penalty: 5543.877441 Iteration 57Q: 3 clusters Score -1.110919e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46367 members Mstep: Class 2 contains 25113 members Entering Unmasked Estep Score: -11109214.000000 Penalty: 5543.877441 Iteration 58Q: 3 clusters Score -1.110921e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46499 members Mstep: Class 2 contains 24981 members Entering Unmasked Estep Score: -11109225.000000 Penalty: 5543.877441 Iteration 59Q: 3 clusters Score -1.110922e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46613 members Mstep: Class 2 contains 24867 members Entering Unmasked Estep Score: -11109233.000000 Penalty: 5543.877441 Iteration 60F: 3 clusters Score -1.110923e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46714 members Mstep: Class 2 contains 24766 members Entering Unmasked Estep Score: -11109252.000000 Penalty: 5543.877441 Iteration 61Q: 3 clusters Score -1.110925e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46811 members Mstep: Class 2 contains 24669 members Entering Unmasked Estep Score: -11109247.000000 Penalty: 5543.877441 Iteration 62Q: 3 clusters Score -1.110925e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46890 members Mstep: Class 2 contains 24590 members Entering Unmasked Estep Score: -11109251.000000 Penalty: 5543.877441 Iteration 63Q: 3 clusters Score -1.110925e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46961 members Mstep: Class 2 contains 24519 members Entering Unmasked Estep Score: -11109278.000000 Penalty: 5543.877441 Iteration 64Q: 3 clusters Score -1.110928e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47023 members Mstep: Class 2 contains 24457 members Entering Unmasked Estep Score: -11109284.000000 Penalty: 5543.877441 Iteration 65Q: 3 clusters Score -1.110928e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47086 members Mstep: Class 2 contains 24394 members Entering Unmasked Estep Score: -11109262.000000 Penalty: 5543.877441 Iteration 66Q: 3 clusters Score -1.110926e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47154 members Mstep: Class 2 contains 24326 members Entering Unmasked Estep Score: -11109276.000000 Penalty: 5543.877441 Iteration 67Q: 3 clusters Score -1.110928e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47210 members Mstep: Class 2 contains 24270 members Entering Unmasked Estep Score: -11109282.000000 Penalty: 5543.877441 Iteration 68Q: 3 clusters Score -1.110928e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47259 members Mstep: Class 2 contains 24221 members Entering Unmasked Estep Score: -11109293.000000 Penalty: 5543.877441 Iteration 69Q: 3 clusters Score -1.110929e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47306 members Mstep: Class 2 contains 24174 members Entering Unmasked Estep Score: -11109284.000000 Penalty: 5543.877441 Iteration 70Q: 3 clusters Score -1.110928e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47340 members Mstep: Class 2 contains 24140 members Entering Unmasked Estep Score: -11109286.000000 Penalty: 5543.877441 Iteration 71Q: 3 clusters Score -1.110929e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47368 members Mstep: Class 2 contains 24112 members Entering Unmasked Estep Score: -11109272.000000 Penalty: 5543.877441 Iteration 72Q: 3 clusters Score -1.110927e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47394 members Mstep: Class 2 contains 24086 members Entering Unmasked Estep Score: -11109273.000000 Penalty: 5543.877441 Iteration 73Q: 3 clusters Score -1.110927e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47417 members Mstep: Class 2 contains 24063 members Entering Unmasked Estep Score: -11109270.000000 Penalty: 5543.877441 Iteration 74Q: 3 clusters Score -1.110927e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47435 members Mstep: Class 2 contains 24045 members Entering Unmasked Estep Score: -11109261.000000 Penalty: 5543.877441 Iteration 75Q: 3 clusters Score -1.110926e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47452 members Mstep: Class 2 contains 24028 members Entering Unmasked Estep Score: -11109286.000000 Penalty: 5543.877441 Iteration 76Q: 3 clusters Score -1.110929e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47465 members Mstep: Class 2 contains 24015 members Entering Unmasked Estep Score: -11109284.000000 Penalty: 5543.877441 Iteration 77Q: 3 clusters Score -1.110928e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47471 members Mstep: Class 2 contains 24009 members Entering Unmasked Estep Score: -11109290.000000 Penalty: 5543.877441 Iteration 78Q: 3 clusters Score -1.110929e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47476 members Mstep: Class 2 contains 24004 members Entering Unmasked Estep Score: -11109295.000000 Penalty: 5543.877441 Iteration 79Q: 3 clusters Score -1.11093e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47486 members Mstep: Class 2 contains 23994 members Entering Unmasked Estep Score: -11109285.000000 Penalty: 5543.877441 Iteration 80F: 3 clusters Score -1.110928e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47495 members Mstep: Class 2 contains 23985 members Entering Unmasked Estep Score: -11109284.000000 Penalty: 5543.877441 Iteration 81Q: 3 clusters Score -1.110928e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47501 members Mstep: Class 2 contains 23979 members Entering Unmasked Estep Score: -11109274.000000 Penalty: 5543.877441 Iteration 82Q: 3 clusters Score -1.110927e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47506 members Mstep: Class 2 contains 23974 members Entering Unmasked Estep Score: -11109275.000000 Penalty: 5543.877441 Iteration 83Q: 3 clusters Score -1.110928e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47515 members Mstep: Class 2 contains 23965 members Entering Unmasked Estep Score: -11109276.000000 Penalty: 5543.877441 Iteration 84Q: 3 clusters Score -1.110928e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47527 members Mstep: Class 2 contains 23953 members Entering Unmasked Estep Score: -11109268.000000 Penalty: 5543.877441 Iteration 85Q: 3 clusters Score -1.110927e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47535 members Mstep: Class 2 contains 23945 members Entering Unmasked Estep Score: -11109273.000000 Penalty: 5543.877441 Iteration 86Q: 3 clusters Score -1.110927e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47542 members Mstep: Class 2 contains 23938 members Entering Unmasked Estep Score: -11109271.000000 Penalty: 5543.877441 Iteration 87Q: 3 clusters Score -1.110927e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47551 members Mstep: Class 2 contains 23929 members Entering Unmasked Estep Score: -11109277.000000 Penalty: 5543.877441 Iteration 88Q: 3 clusters Score -1.110928e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47555 members Mstep: Class 2 contains 23925 members Entering Unmasked Estep Score: -11109281.000000 Penalty: 5543.877441 Iteration 89Q: 3 clusters Score -1.110928e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47559 members Mstep: Class 2 contains 23921 members Entering Unmasked Estep Score: -11109275.000000 Penalty: 5543.877441 Iteration 90Q: 3 clusters Score -1.110928e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47563 members Mstep: Class 2 contains 23917 members Entering Unmasked Estep Score: -11109275.000000 Penalty: 5543.877441 Iteration 91Q: 3 clusters Score -1.110928e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47570 members Mstep: Class 2 contains 23910 members Entering Unmasked Estep Score: -11109276.000000 Penalty: 5543.877441 Iteration 92Q: 3 clusters Score -1.110928e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47585 members Mstep: Class 2 contains 23895 members Entering Unmasked Estep Score: -11109287.000000 Penalty: 5543.877441 Iteration 93Q: 3 clusters Score -1.110929e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47608 members Mstep: Class 2 contains 23872 members Entering Unmasked Estep Score: -11109283.000000 Penalty: 5543.877441 Iteration 94Q: 3 clusters Score -1.110928e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47631 members Mstep: Class 2 contains 23849 members Entering Unmasked Estep Score: -11109289.000000 Penalty: 5543.877441 Iteration 95Q: 3 clusters Score -1.110929e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47646 members Mstep: Class 2 contains 23834 members Entering Unmasked Estep Score: -11109307.000000 Penalty: 5543.877441 Iteration 96Q: 3 clusters Score -1.110931e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47655 members Mstep: Class 2 contains 23825 members Entering Unmasked Estep Score: -11109303.000000 Penalty: 5543.877441 Iteration 97Q: 3 clusters Score -1.11093e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47666 members Mstep: Class 2 contains 23814 members Entering Unmasked Estep Score: -11109299.000000 Penalty: 5543.877441 Iteration 98Q: 3 clusters Score -1.11093e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47677 members Mstep: Class 2 contains 23803 members Entering Unmasked Estep Score: -11109299.000000 Penalty: 5543.877441 Iteration 99Q: 3 clusters Score -1.11093e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47683 members Mstep: Class 2 contains 23797 members Entering Unmasked Estep Score: -11109288.000000 Penalty: 5543.877441 Iteration 100F: 3 clusters Score -1.110929e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47687 members Mstep: Class 2 contains 23793 members Entering Unmasked Estep Score: -11109285.000000 Penalty: 5543.877441 Iteration 101Q: 3 clusters Score -1.110928e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47691 members Mstep: Class 2 contains 23789 members Entering Unmasked Estep Score: -11109290.000000 Penalty: 5543.877441 Iteration 102Q: 3 clusters Score -1.110929e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47692 members Mstep: Class 2 contains 23788 members Entering Unmasked Estep Score: -11109289.000000 Penalty: 5543.877441 Iteration 103Q: 3 clusters Score -1.110929e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47693 members Mstep: Class 2 contains 23787 members Entering Unmasked Estep Score: -11109289.000000 Penalty: 5543.877441 Iteration 104Q: 3 clusters Score -1.110929e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47694 members Mstep: Class 2 contains 23786 members Entering Unmasked Estep Score: -11109290.000000 Penalty: 5543.877441 Iteration 105Q: 3 clusters Score -1.110929e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47694 members Mstep: Class 2 contains 23786 members Entering Unmasked Estep Score: -11109290.000000 Penalty: 5543.877441 Iteration 106F: 3 clusters Score -1.110929e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (2676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Entering Unmasked Estep Score: -401983.000000 Penalty: 1957.235474 Iteration 0F: 2 clusters Score -401983 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -398918.218750 Penalty: 3914.470947 Iteration 0F: 3 clusters Score -398918.2 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -399502.656250 Penalty: 3914.470947 Iteration 1F: 3 clusters Score -399502.7 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -399696.718750 Penalty: 3914.470947 Iteration 2F: 3 clusters Score -399696.7 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -399824.625000 Penalty: 3914.470947 Iteration 3F: 3 clusters Score -399824.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -399937.937500 Penalty: 3914.470947 Iteration 4Q: 3 clusters Score -399937.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -400063.625000 Penalty: 3914.470947 Iteration 5Q: 3 clusters Score -400063.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -400189.531250 Penalty: 3914.470947 Iteration 6Q: 3 clusters Score -400189.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -400299.062500 Penalty: 3914.470947 Iteration 7Q: 3 clusters Score -400299.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -400407.687500 Penalty: 3914.470947 Iteration 8Q: 3 clusters Score -400407.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -400523.500000 Penalty: 3914.470947 Iteration 9Q: 3 clusters Score -400523.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -400614.156250 Penalty: 3914.470947 Iteration 10Q: 3 clusters Score -400614.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -400682.437500 Penalty: 3914.470947 Iteration 11Q: 3 clusters Score -400682.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -400731.531250 Penalty: 3914.470947 Iteration 12Q: 3 clusters Score -400731.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -400779.375000 Penalty: 3914.470947 Iteration 13Q: 3 clusters Score -400779.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -400818.625000 Penalty: 3914.470947 Iteration 14Q: 3 clusters Score -400818.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -400845.531250 Penalty: 3914.470947 Iteration 15Q: 3 clusters Score -400845.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -400859.906250 Penalty: 3914.470947 Iteration 16Q: 3 clusters Score -400859.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -400866.968750 Penalty: 3914.470947 Iteration 17Q: 3 clusters Score -400867 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -400869.656250 Penalty: 3914.470947 Iteration 18Q: 3 clusters Score -400869.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -400870.406250 Penalty: 3914.470947 Iteration 19Q: 3 clusters Score -400870.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -400873.781250 Penalty: 3914.470947 Iteration 20F: 3 clusters Score -400873.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -400876.125000 Penalty: 3914.470947 Iteration 21Q: 3 clusters Score -400876.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -400879.593750 Penalty: 3914.470947 Iteration 22Q: 3 clusters Score -400879.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -400882.750000 Penalty: 3914.470947 Iteration 23Q: 3 clusters Score -400882.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -400883.406250 Penalty: 3914.470947 Iteration 24Q: 3 clusters Score -400883.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -400883.531250 Penalty: 3914.470947 Iteration 25Q: 3 clusters Score -400883.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -400883.531250 Penalty: 3914.470947 Iteration 26F: 3 clusters Score -400883.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Entering Unmasked Estep Score: -36570.429688 Penalty: 1418.637329 Iteration 0F: 2 clusters Score -36570.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -35481.750000 Penalty: 2837.274658 Iteration 0F: 3 clusters Score -35481.75 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -35702.636719 Penalty: 2837.274658 Iteration 1F: 3 clusters Score -35702.64 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -35814.023438 Penalty: 2837.274658 Iteration 2F: 3 clusters Score -35814.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -35836.378906 Penalty: 2837.274658 Iteration 3Q: 3 clusters Score -35836.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -35863.449219 Penalty: 2837.274658 Iteration 4Q: 3 clusters Score -35863.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -35872.339844 Penalty: 2837.274658 Iteration 5Q: 3 clusters Score -35872.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -35877.578125 Penalty: 2837.274658 Iteration 6Q: 3 clusters Score -35877.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -35877.578125 Penalty: 2837.274658 Iteration 7F: 3 clusters Score -35877.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (219 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Entering Unmasked Estep Score: -28830.855469 Penalty: 1336.489868 Iteration 0F: 2 clusters Score -28830.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -27701.988281 Penalty: 2672.979736 Iteration 0F: 3 clusters Score -27701.99 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -27795.109375 Penalty: 2672.979736 Iteration 1F: 3 clusters Score -27795.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -27812.212891 Penalty: 2672.979736 Iteration 2Q: 3 clusters Score -27812.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -27828.380859 Penalty: 2672.979736 Iteration 3Q: 3 clusters Score -27828.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -27829.675781 Penalty: 2672.979736 Iteration 4Q: 3 clusters Score -27829.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -27829.675781 Penalty: 2672.979736 Iteration 5F: 3 clusters Score -27829.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (2365 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Entering Unmasked Estep Score: -347376.531250 Penalty: 1926.596191 Iteration 0F: 2 clusters Score -347376.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -344566.968750 Penalty: 3853.192383 Iteration 0F: 3 clusters Score -344567 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -345092.281250 Penalty: 3853.192383 Iteration 1F: 3 clusters Score -345092.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -345213.156250 Penalty: 3853.192383 Iteration 2F: 3 clusters Score -345213.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -345304.812500 Penalty: 3853.192383 Iteration 3Q: 3 clusters Score -345304.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -345383.000000 Penalty: 3853.192383 Iteration 4Q: 3 clusters Score -345383 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -345447.375000 Penalty: 3853.192383 Iteration 5Q: 3 clusters Score -345447.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -345495.687500 Penalty: 3853.192383 Iteration 6Q: 3 clusters Score -345495.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -345551.718750 Penalty: 3853.192383 Iteration 7Q: 3 clusters Score -345551.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -345601.250000 Penalty: 3853.192383 Iteration 8Q: 3 clusters Score -345601.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -345657.406250 Penalty: 3853.192383 Iteration 9Q: 3 clusters Score -345657.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -345743.750000 Penalty: 3853.192383 Iteration 10Q: 3 clusters Score -345743.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -345806.468750 Penalty: 3853.192383 Iteration 11Q: 3 clusters Score -345806.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -345880.187500 Penalty: 3853.192383 Iteration 12Q: 3 clusters Score -345880.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -345964.062500 Penalty: 3853.192383 Iteration 13Q: 3 clusters Score -345964.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -346034.875000 Penalty: 3853.192383 Iteration 14Q: 3 clusters Score -346034.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -346087.875000 Penalty: 3853.192383 Iteration 15Q: 3 clusters Score -346087.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -346140.312500 Penalty: 3853.192383 Iteration 16Q: 3 clusters Score -346140.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -346179.718750 Penalty: 3853.192383 Iteration 17Q: 3 clusters Score -346179.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -346218.093750 Penalty: 3853.192383 Iteration 18Q: 3 clusters Score -346218.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -346244.562500 Penalty: 3853.192383 Iteration 19Q: 3 clusters Score -346244.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -346267.656250 Penalty: 3853.192383 Iteration 20F: 3 clusters Score -346267.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -346280.937500 Penalty: 3853.192383 Iteration 21Q: 3 clusters Score -346280.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -346292.406250 Penalty: 3853.192383 Iteration 22Q: 3 clusters Score -346292.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -346306.125000 Penalty: 3853.192383 Iteration 23Q: 3 clusters Score -346306.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -346312.875000 Penalty: 3853.192383 Iteration 24Q: 3 clusters Score -346312.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -346320.906250 Penalty: 3853.192383 Iteration 25Q: 3 clusters Score -346320.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -346328.531250 Penalty: 3853.192383 Iteration 26Q: 3 clusters Score -346328.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -346336.250000 Penalty: 3853.192383 Iteration 27Q: 3 clusters Score -346336.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -346340.843750 Penalty: 3853.192383 Iteration 28Q: 3 clusters Score -346340.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -346346.218750 Penalty: 3853.192383 Iteration 29Q: 3 clusters Score -346346.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -346348.000000 Penalty: 3853.192383 Iteration 30Q: 3 clusters Score -346348 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -346348.781250 Penalty: 3853.192383 Iteration 31Q: 3 clusters Score -346348.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -346350.343750 Penalty: 3853.192383 Iteration 32Q: 3 clusters Score -346350.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -346352.187500 Penalty: 3853.192383 Iteration 33Q: 3 clusters Score -346352.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -346354.843750 Penalty: 3853.192383 Iteration 34Q: 3 clusters Score -346354.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -346358.343750 Penalty: 3853.192383 Iteration 35Q: 3 clusters Score -346358.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -346361.187500 Penalty: 3853.192383 Iteration 36Q: 3 clusters Score -346361.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -346363.718750 Penalty: 3853.192383 Iteration 37Q: 3 clusters Score -346363.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -346364.750000 Penalty: 3853.192383 Iteration 38Q: 3 clusters Score -346364.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -346364.750000 Penalty: 3853.192383 Iteration 39F: 3 clusters Score -346364.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (4523 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Entering Unmasked Estep Score: -672343.250000 Penalty: 2087.398926 Iteration 0F: 2 clusters Score -672343.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -668153.937500 Penalty: 4174.797852 Iteration 0F: 3 clusters Score -668153.9 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -669170.625000 Penalty: 4174.797852 Iteration 1F: 3 clusters Score -669170.6 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -669380.250000 Penalty: 4174.797852 Iteration 2F: 3 clusters Score -669380.2 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -669525.375000 Penalty: 4174.797852 Iteration 3Q: 3 clusters Score -669525.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -669636.187500 Penalty: 4174.797852 Iteration 4Q: 3 clusters Score -669636.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -669725.625000 Penalty: 4174.797852 Iteration 5Q: 3 clusters Score -669725.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -669791.062500 Penalty: 4174.797852 Iteration 6Q: 3 clusters Score -669791.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -669845.187500 Penalty: 4174.797852 Iteration 7Q: 3 clusters Score -669845.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -669898.375000 Penalty: 4174.797852 Iteration 8Q: 3 clusters Score -669898.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -669946.562500 Penalty: 4174.797852 Iteration 9Q: 3 clusters Score -669946.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -669986.000000 Penalty: 4174.797852 Iteration 10Q: 3 clusters Score -669986 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -670020.875000 Penalty: 4174.797852 Iteration 11Q: 3 clusters Score -670020.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -670052.625000 Penalty: 4174.797852 Iteration 12Q: 3 clusters Score -670052.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -670083.250000 Penalty: 4174.797852 Iteration 13Q: 3 clusters Score -670083.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -670122.750000 Penalty: 4174.797852 Iteration 14Q: 3 clusters Score -670122.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -670151.750000 Penalty: 4174.797852 Iteration 15Q: 3 clusters Score -670151.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -670179.625000 Penalty: 4174.797852 Iteration 16Q: 3 clusters Score -670179.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -670201.875000 Penalty: 4174.797852 Iteration 17Q: 3 clusters Score -670201.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -670230.687500 Penalty: 4174.797852 Iteration 18Q: 3 clusters Score -670230.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -670255.000000 Penalty: 4174.797852 Iteration 19Q: 3 clusters Score -670255 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -670275.562500 Penalty: 4174.797852 Iteration 20F: 3 clusters Score -670275.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -670299.125000 Penalty: 4174.797852 Iteration 21Q: 3 clusters Score -670299.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -670323.875000 Penalty: 4174.797852 Iteration 22Q: 3 clusters Score -670323.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -670348.312500 Penalty: 4174.797852 Iteration 23Q: 3 clusters Score -670348.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -670366.750000 Penalty: 4174.797852 Iteration 24Q: 3 clusters Score -670366.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -670386.937500 Penalty: 4174.797852 Iteration 25Q: 3 clusters Score -670386.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -670408.500000 Penalty: 4174.797852 Iteration 26Q: 3 clusters Score -670408.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -670422.937500 Penalty: 4174.797852 Iteration 27Q: 3 clusters Score -670422.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -670434.625000 Penalty: 4174.797852 Iteration 28Q: 3 clusters Score -670434.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -670442.500000 Penalty: 4174.797852 Iteration 29Q: 3 clusters Score -670442.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -670449.437500 Penalty: 4174.797852 Iteration 30Q: 3 clusters Score -670449.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -670456.250000 Penalty: 4174.797852 Iteration 31Q: 3 clusters Score -670456.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -670459.937500 Penalty: 4174.797852 Iteration 32Q: 3 clusters Score -670459.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -670465.812500 Penalty: 4174.797852 Iteration 33Q: 3 clusters Score -670465.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -670473.250000 Penalty: 4174.797852 Iteration 34Q: 3 clusters Score -670473.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -670477.375000 Penalty: 4174.797852 Iteration 35Q: 3 clusters Score -670477.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -670479.062500 Penalty: 4174.797852 Iteration 36Q: 3 clusters Score -670479.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -670480.812500 Penalty: 4174.797852 Iteration 37Q: 3 clusters Score -670480.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -670480.687500 Penalty: 4174.797852 Iteration 38Q: 3 clusters Score -670480.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -670480.687500 Penalty: 4174.797852 Iteration 39F: 3 clusters Score -670480.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (14077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14077 members Entering Unmasked Estep Score: -2056091.375000 Penalty: 2368.969727 Iteration 0F: 2 clusters Score -2056091 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6983 members Mstep: Class 2 contains 7094 members Entering Unmasked Estep Score: -2045904.000000 Penalty: 4737.939453 Iteration 0F: 3 clusters Score -2045904 nChanged 6039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6924 members Mstep: Class 2 contains 7153 members Entering Unmasked Estep Score: -2049267.750000 Penalty: 4737.939453 Iteration 1F: 3 clusters Score -2049268 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6865 members Mstep: Class 2 contains 7212 members Entering Unmasked Estep Score: -2049724.625000 Penalty: 4737.939453 Iteration 2F: 3 clusters Score -2049725 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -2050097.750000 Penalty: 4737.939453 Iteration 3F: 3 clusters Score -2050098 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 7595 members Entering Unmasked Estep Score: -2050488.250000 Penalty: 4737.939453 Iteration 4F: 3 clusters Score -2050488 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -2050861.125000 Penalty: 4737.939453 Iteration 5Q: 3 clusters Score -2050861 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 8222 members Entering Unmasked Estep Score: -2051203.625000 Penalty: 4737.939453 Iteration 6Q: 3 clusters Score -2051204 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 8618 members Entering Unmasked Estep Score: -2051556.625000 Penalty: 4737.939453 Iteration 7Q: 3 clusters Score -2051557 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 9124 members Entering Unmasked Estep Score: -2051932.750000 Penalty: 4737.939453 Iteration 8Q: 3 clusters Score -2051933 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 9606 members Entering Unmasked Estep Score: -2052256.250000 Penalty: 4737.939453 Iteration 9Q: 3 clusters Score -2052256 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 10086 members Entering Unmasked Estep Score: -2052546.625000 Penalty: 4737.939453 Iteration 10Q: 3 clusters Score -2052547 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 10537 members Entering Unmasked Estep Score: -2052801.250000 Penalty: 4737.939453 Iteration 11Q: 3 clusters Score -2052801 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 10954 members Entering Unmasked Estep Score: -2053037.125000 Penalty: 4737.939453 Iteration 12Q: 3 clusters Score -2053037 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 11330 members Entering Unmasked Estep Score: -2053250.250000 Penalty: 4737.939453 Iteration 13Q: 3 clusters Score -2053250 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 11648 members Entering Unmasked Estep Score: -2053409.500000 Penalty: 4737.939453 Iteration 14Q: 3 clusters Score -2053410 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 11919 members Entering Unmasked Estep Score: -2053551.375000 Penalty: 4737.939453 Iteration 15Q: 3 clusters Score -2053551 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 12147 members Entering Unmasked Estep Score: -2053674.125000 Penalty: 4737.939453 Iteration 16Q: 3 clusters Score -2053674 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 12356 members Entering Unmasked Estep Score: -2053768.375000 Penalty: 4737.939453 Iteration 17Q: 3 clusters Score -2053768 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 12516 members Entering Unmasked Estep Score: -2053838.375000 Penalty: 4737.939453 Iteration 18Q: 3 clusters Score -2053838 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 12629 members Entering Unmasked Estep Score: -2053888.875000 Penalty: 4737.939453 Iteration 19Q: 3 clusters Score -2053889 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 12724 members Entering Unmasked Estep Score: -2053927.250000 Penalty: 4737.939453 Iteration 20F: 3 clusters Score -2053927 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 12816 members Entering Unmasked Estep Score: -2053979.875000 Penalty: 4737.939453 Iteration 21Q: 3 clusters Score -2053980 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 12892 members Entering Unmasked Estep Score: -2054010.375000 Penalty: 4737.939453 Iteration 22Q: 3 clusters Score -2054010 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 12961 members Entering Unmasked Estep Score: -2054043.875000 Penalty: 4737.939453 Iteration 23Q: 3 clusters Score -2054044 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 13021 members Entering Unmasked Estep Score: -2054071.875000 Penalty: 4737.939453 Iteration 24Q: 3 clusters Score -2054072 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 13070 members Entering Unmasked Estep Score: -2054097.625000 Penalty: 4737.939453 Iteration 25Q: 3 clusters Score -2054098 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 13113 members Entering Unmasked Estep Score: -2054120.375000 Penalty: 4737.939453 Iteration 26Q: 3 clusters Score -2054120 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 13153 members Entering Unmasked Estep Score: -2054143.625000 Penalty: 4737.939453 Iteration 27Q: 3 clusters Score -2054144 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 13175 members Entering Unmasked Estep Score: -2054157.125000 Penalty: 4737.939453 Iteration 28Q: 3 clusters Score -2054157 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 13198 members Entering Unmasked Estep Score: -2054165.875000 Penalty: 4737.939453 Iteration 29Q: 3 clusters Score -2054166 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 13226 members Entering Unmasked Estep Score: -2054178.000000 Penalty: 4737.939453 Iteration 30Q: 3 clusters Score -2054178 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 13244 members Entering Unmasked Estep Score: -2054189.625000 Penalty: 4737.939453 Iteration 31Q: 3 clusters Score -2054190 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 13260 members Entering Unmasked Estep Score: -2054197.625000 Penalty: 4737.939453 Iteration 32Q: 3 clusters Score -2054198 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 13268 members Entering Unmasked Estep Score: -2054204.125000 Penalty: 4737.939453 Iteration 33Q: 3 clusters Score -2054204 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 13279 members Entering Unmasked Estep Score: -2054213.375000 Penalty: 4737.939453 Iteration 34Q: 3 clusters Score -2054213 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 13285 members Entering Unmasked Estep Score: -2054213.000000 Penalty: 4737.939453 Iteration 35Q: 3 clusters Score -2054213 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 13294 members Entering Unmasked Estep Score: -2054222.750000 Penalty: 4737.939453 Iteration 36Q: 3 clusters Score -2054223 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 13307 members Entering Unmasked Estep Score: -2054234.125000 Penalty: 4737.939453 Iteration 37Q: 3 clusters Score -2054234 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 13320 members Entering Unmasked Estep Score: -2054241.750000 Penalty: 4737.939453 Iteration 38Q: 3 clusters Score -2054242 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 13334 members Entering Unmasked Estep Score: -2054250.875000 Penalty: 4737.939453 Iteration 39Q: 3 clusters Score -2054251 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 13341 members Entering Unmasked Estep Score: -2054255.750000 Penalty: 4737.939453 Iteration 40F: 3 clusters Score -2054256 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 13347 members Entering Unmasked Estep Score: -2054259.125000 Penalty: 4737.939453 Iteration 41Q: 3 clusters Score -2054259 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 13351 members Entering Unmasked Estep Score: -2054264.000000 Penalty: 4737.939453 Iteration 42Q: 3 clusters Score -2054264 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 13354 members Entering Unmasked Estep Score: -2054259.625000 Penalty: 4737.939453 Iteration 43Q: 3 clusters Score -2054260 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 13356 members Entering Unmasked Estep Score: -2054262.375000 Penalty: 4737.939453 Iteration 44Q: 3 clusters Score -2054262 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 13357 members Entering Unmasked Estep Score: -2054265.250000 Penalty: 4737.939453 Iteration 45Q: 3 clusters Score -2054265 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 13359 members Entering Unmasked Estep Score: -2054267.375000 Penalty: 4737.939453 Iteration 46Q: 3 clusters Score -2054267 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 13359 members Entering Unmasked Estep Score: -2054267.375000 Penalty: 4737.939453 Iteration 47F: 3 clusters Score -2054267 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9363 members Mstep: Class 2 contains 6103 members Mstep: Class 3 contains 2587 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3686 members Mstep: Class 6 contains 29396 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 164 members Mstep: Class 9 contains 3653 members Mstep: Class 10 contains 5171 members Mstep: Class 11 contains 8036 members Mstep: Class 12 contains 5718 members Mstep: Class 13 contains 7130 members Mstep: Class 14 contains 23611 members Mstep: Class 15 contains 26980 members Mstep: Class 16 contains 79951 members Mstep: Class 17 contains 9378 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7043 members Mstep: Class 20 contains 73480 members Mstep: Class 21 contains 1829 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1539 members Mstep: Class 24 contains 3761 members Mstep: Class 25 contains 7131 members Mstep: Class 26 contains 3743 members Mstep: Class 27 contains 12940 members Mstep: Class 28 contains 6930 members Mstep: Class 29 contains 5092 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71480 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2365 members Mstep: Class 36 contains 4523 members Mstep: Class 37 contains 14077 members Entering Unmasked Estep ConsiderDeletion Score: -65627084.000000 Penalty: 119321.156250 Iteration 119Q: 38 clusters Score -6.562708e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 9361 members Mstep: Class 2 contains 6102 members Mstep: Class 3 contains 2596 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3686 members Mstep: Class 6 contains 29398 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 164 members Mstep: Class 9 contains 3650 members Mstep: Class 10 contains 5166 members Mstep: Class 11 contains 8033 members Mstep: Class 12 contains 5712 members Mstep: Class 13 contains 7134 members Mstep: Class 14 contains 23608 members Mstep: Class 15 contains 26992 members Mstep: Class 16 contains 79948 members Mstep: Class 17 contains 9343 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7041 members Mstep: Class 20 contains 73492 members Mstep: Class 21 contains 1828 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1539 members Mstep: Class 24 contains 3782 members Mstep: Class 25 contains 7108 members Mstep: Class 26 contains 3743 members Mstep: Class 27 contains 12930 members Mstep: Class 28 contains 6930 members Mstep: Class 29 contains 5115 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71474 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2365 members Mstep: Class 36 contains 4525 members Mstep: Class 37 contains 14095 members Entering Unmasked Estep ConsiderDeletion Score: -65627152.000000 Penalty: 119321.156250 Iteration 120F: 38 clusters Score -6.562715e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9356 members Mstep: Class 2 contains 6102 members Mstep: Class 3 contains 2595 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3687 members Mstep: Class 6 contains 29399 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3650 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 8024 members Mstep: Class 12 contains 5708 members Mstep: Class 13 contains 7124 members Mstep: Class 14 contains 23608 members Mstep: Class 15 contains 27000 members Mstep: Class 16 contains 79937 members Mstep: Class 17 contains 9303 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7041 members Mstep: Class 20 contains 73504 members Mstep: Class 21 contains 1819 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1539 members Mstep: Class 24 contains 3849 members Mstep: Class 25 contains 7088 members Mstep: Class 26 contains 3744 members Mstep: Class 27 contains 12923 members Mstep: Class 28 contains 6930 members Mstep: Class 29 contains 5135 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71469 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2365 members Mstep: Class 36 contains 4525 members Mstep: Class 37 contains 14110 members Entering Unmasked Estep ConsiderDeletion Score: -65627200.000000 Penalty: 119321.156250 Iteration 121Q: 38 clusters Score -6.56272e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 6101 members Mstep: Class 3 contains 2595 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3689 members Mstep: Class 6 contains 29398 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3651 members Mstep: Class 10 contains 5157 members Mstep: Class 11 contains 8018 members Mstep: Class 12 contains 5697 members Mstep: Class 13 contains 7126 members Mstep: Class 14 contains 23607 members Mstep: Class 15 contains 27008 members Mstep: Class 16 contains 79928 members Mstep: Class 17 contains 9260 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7042 members Mstep: Class 20 contains 73511 members Mstep: Class 21 contains 1812 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1539 members Mstep: Class 24 contains 3915 members Mstep: Class 25 contains 7073 members Mstep: Class 26 contains 3744 members Mstep: Class 27 contains 12915 members Mstep: Class 28 contains 6929 members Mstep: Class 29 contains 5151 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71467 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2366 members Mstep: Class 36 contains 4528 members Mstep: Class 37 contains 14112 members Entering Unmasked Estep ConsiderDeletion Score: -65627280.000000 Penalty: 119321.156250 Iteration 122Q: 38 clusters Score -6.562728e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9361 members Mstep: Class 2 contains 6101 members Mstep: Class 3 contains 2596 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3688 members Mstep: Class 6 contains 29399 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3652 members Mstep: Class 10 contains 5158 members Mstep: Class 11 contains 8009 members Mstep: Class 12 contains 5685 members Mstep: Class 13 contains 7123 members Mstep: Class 14 contains 23606 members Mstep: Class 15 contains 27014 members Mstep: Class 16 contains 79920 members Mstep: Class 17 contains 9215 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7041 members Mstep: Class 20 contains 73517 members Mstep: Class 21 contains 1813 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1539 members Mstep: Class 24 contains 3965 members Mstep: Class 25 contains 7058 members Mstep: Class 26 contains 3744 members Mstep: Class 27 contains 12911 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5165 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71465 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2367 members Mstep: Class 36 contains 4530 members Mstep: Class 37 contains 14126 members Entering Unmasked Estep ConsiderDeletion Score: -65627360.000000 Penalty: 119321.156250 Iteration 123Q: 38 clusters Score -6.562736e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9362 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2599 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3688 members Mstep: Class 6 contains 29399 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3652 members Mstep: Class 10 contains 5159 members Mstep: Class 11 contains 8002 members Mstep: Class 12 contains 5678 members Mstep: Class 13 contains 7122 members Mstep: Class 14 contains 23605 members Mstep: Class 15 contains 27020 members Mstep: Class 16 contains 79915 members Mstep: Class 17 contains 9152 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7038 members Mstep: Class 20 contains 73528 members Mstep: Class 21 contains 1812 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 3995 members Mstep: Class 25 contains 7046 members Mstep: Class 26 contains 3744 members Mstep: Class 27 contains 12906 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5208 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71457 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2367 members Mstep: Class 36 contains 4532 members Mstep: Class 37 contains 14142 members Entering Unmasked Estep ConsiderDeletion Score: -65627416.000000 Penalty: 119321.156250 Iteration 124Q: 38 clusters Score -6.562742e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9361 members Mstep: Class 2 contains 6097 members Mstep: Class 3 contains 2605 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3688 members Mstep: Class 6 contains 29396 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3650 members Mstep: Class 10 contains 5158 members Mstep: Class 11 contains 7999 members Mstep: Class 12 contains 5669 members Mstep: Class 13 contains 7126 members Mstep: Class 14 contains 23602 members Mstep: Class 15 contains 27025 members Mstep: Class 16 contains 79916 members Mstep: Class 17 contains 9089 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7036 members Mstep: Class 20 contains 73538 members Mstep: Class 21 contains 1812 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4017 members Mstep: Class 25 contains 7034 members Mstep: Class 26 contains 3744 members Mstep: Class 27 contains 12901 members Mstep: Class 28 contains 6930 members Mstep: Class 29 contains 5247 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71449 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2367 members Mstep: Class 36 contains 4535 members Mstep: Class 37 contains 14164 members Entering Unmasked Estep ConsiderDeletion Score: -65627400.000000 Penalty: 119321.156250 Iteration 125Q: 38 clusters Score -6.56274e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9361 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2610 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3688 members Mstep: Class 6 contains 29397 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3650 members Mstep: Class 10 contains 5157 members Mstep: Class 11 contains 7997 members Mstep: Class 12 contains 5666 members Mstep: Class 13 contains 7128 members Mstep: Class 14 contains 23602 members Mstep: Class 15 contains 27031 members Mstep: Class 16 contains 79911 members Mstep: Class 17 contains 9025 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7032 members Mstep: Class 20 contains 73545 members Mstep: Class 21 contains 1810 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4035 members Mstep: Class 25 contains 7022 members Mstep: Class 26 contains 3745 members Mstep: Class 27 contains 12896 members Mstep: Class 28 contains 6929 members Mstep: Class 29 contains 5294 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71444 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2367 members Mstep: Class 36 contains 4536 members Mstep: Class 37 contains 14178 members Entering Unmasked Estep ConsiderDeletion Score: -65627396.000000 Penalty: 119321.156250 Iteration 126Q: 38 clusters Score -6.56274e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2618 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3688 members Mstep: Class 6 contains 29395 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3649 members Mstep: Class 10 contains 5157 members Mstep: Class 11 contains 7994 members Mstep: Class 12 contains 5668 members Mstep: Class 13 contains 7129 members Mstep: Class 14 contains 23601 members Mstep: Class 15 contains 27038 members Mstep: Class 16 contains 79908 members Mstep: Class 17 contains 8970 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7029 members Mstep: Class 20 contains 73551 members Mstep: Class 21 contains 1807 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4054 members Mstep: Class 25 contains 7010 members Mstep: Class 26 contains 3746 members Mstep: Class 27 contains 12895 members Mstep: Class 28 contains 6930 members Mstep: Class 29 contains 5324 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71442 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2367 members Mstep: Class 36 contains 4541 members Mstep: Class 37 contains 14190 members Entering Unmasked Estep ConsiderDeletion Score: -65627392.000000 Penalty: 119321.156250 Iteration 127Q: 38 clusters Score -6.562739e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2624 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3688 members Mstep: Class 6 contains 29394 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3650 members Mstep: Class 10 contains 5157 members Mstep: Class 11 contains 7992 members Mstep: Class 12 contains 5666 members Mstep: Class 13 contains 7129 members Mstep: Class 14 contains 23598 members Mstep: Class 15 contains 27044 members Mstep: Class 16 contains 79903 members Mstep: Class 17 contains 8931 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7027 members Mstep: Class 20 contains 73558 members Mstep: Class 21 contains 1806 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4069 members Mstep: Class 25 contains 6995 members Mstep: Class 26 contains 3747 members Mstep: Class 27 contains 12891 members Mstep: Class 28 contains 6929 members Mstep: Class 29 contains 5341 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71440 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2367 members Mstep: Class 36 contains 4547 members Mstep: Class 37 contains 14208 members Entering Unmasked Estep ConsiderDeletion Score: -65627512.000000 Penalty: 119321.156250 Iteration 128Q: 38 clusters Score -6.562751e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9353 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2630 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3689 members Mstep: Class 6 contains 29394 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3651 members Mstep: Class 10 contains 5157 members Mstep: Class 11 contains 7992 members Mstep: Class 12 contains 5667 members Mstep: Class 13 contains 7129 members Mstep: Class 14 contains 23595 members Mstep: Class 15 contains 27049 members Mstep: Class 16 contains 79902 members Mstep: Class 17 contains 8886 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7026 members Mstep: Class 20 contains 73560 members Mstep: Class 21 contains 1804 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4079 members Mstep: Class 25 contains 6984 members Mstep: Class 26 contains 3747 members Mstep: Class 27 contains 12886 members Mstep: Class 28 contains 6930 members Mstep: Class 29 contains 5366 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71438 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2367 members Mstep: Class 36 contains 4554 members Mstep: Class 37 contains 14221 members Entering Unmasked Estep ConsiderDeletion Score: -65627500.000000 Penalty: 119321.156250 Iteration 129Q: 38 clusters Score -6.56275e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9349 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3691 members Mstep: Class 6 contains 29393 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3651 members Mstep: Class 10 contains 5158 members Mstep: Class 11 contains 7992 members Mstep: Class 12 contains 5667 members Mstep: Class 13 contains 7127 members Mstep: Class 14 contains 23594 members Mstep: Class 15 contains 27058 members Mstep: Class 16 contains 79901 members Mstep: Class 17 contains 8833 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7024 members Mstep: Class 20 contains 73561 members Mstep: Class 21 contains 1802 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4083 members Mstep: Class 25 contains 6973 members Mstep: Class 26 contains 3747 members Mstep: Class 27 contains 12877 members Mstep: Class 28 contains 6931 members Mstep: Class 29 contains 5400 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71439 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2367 members Mstep: Class 36 contains 4561 members Mstep: Class 37 contains 14242 members Entering Unmasked Estep ConsiderDeletion Score: -65627440.000000 Penalty: 119321.156250 Iteration 130Q: 38 clusters Score -6.562744e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2640 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3692 members Mstep: Class 6 contains 29393 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3651 members Mstep: Class 10 contains 5157 members Mstep: Class 11 contains 7991 members Mstep: Class 12 contains 5664 members Mstep: Class 13 contains 7129 members Mstep: Class 14 contains 23593 members Mstep: Class 15 contains 27067 members Mstep: Class 16 contains 79897 members Mstep: Class 17 contains 8786 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7020 members Mstep: Class 20 contains 73565 members Mstep: Class 21 contains 1800 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4091 members Mstep: Class 25 contains 6962 members Mstep: Class 26 contains 3747 members Mstep: Class 27 contains 12868 members Mstep: Class 28 contains 6931 members Mstep: Class 29 contains 5433 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71438 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2367 members Mstep: Class 36 contains 4561 members Mstep: Class 37 contains 14261 members Entering Unmasked Estep ConsiderDeletion Score: -65627552.000000 Penalty: 119321.156250 Iteration 131Q: 38 clusters Score -6.562755e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2644 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3693 members Mstep: Class 6 contains 29394 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3652 members Mstep: Class 10 contains 5156 members Mstep: Class 11 contains 7990 members Mstep: Class 12 contains 5661 members Mstep: Class 13 contains 7130 members Mstep: Class 14 contains 23590 members Mstep: Class 15 contains 27077 members Mstep: Class 16 contains 79895 members Mstep: Class 17 contains 8743 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7019 members Mstep: Class 20 contains 73567 members Mstep: Class 21 contains 1799 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4098 members Mstep: Class 25 contains 6946 members Mstep: Class 26 contains 3746 members Mstep: Class 27 contains 12860 members Mstep: Class 28 contains 6931 members Mstep: Class 29 contains 5453 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71437 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2367 members Mstep: Class 36 contains 4568 members Mstep: Class 37 contains 14288 members Entering Unmasked Estep ConsiderDeletion Score: -65627492.000000 Penalty: 119321.156250 Iteration 132Q: 38 clusters Score -6.562749e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9350 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2650 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3693 members Mstep: Class 6 contains 29394 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3653 members Mstep: Class 10 contains 5157 members Mstep: Class 11 contains 7988 members Mstep: Class 12 contains 5658 members Mstep: Class 13 contains 7132 members Mstep: Class 14 contains 23582 members Mstep: Class 15 contains 27085 members Mstep: Class 16 contains 79892 members Mstep: Class 17 contains 8701 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7016 members Mstep: Class 20 contains 73570 members Mstep: Class 21 contains 1796 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4109 members Mstep: Class 25 contains 6936 members Mstep: Class 26 contains 3745 members Mstep: Class 27 contains 12855 members Mstep: Class 28 contains 6931 members Mstep: Class 29 contains 5476 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71435 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2367 members Mstep: Class 36 contains 4580 members Mstep: Class 37 contains 14305 members Entering Unmasked Estep ConsiderDeletion Score: -65627424.000000 Penalty: 119321.156250 Iteration 133Q: 38 clusters Score -6.562742e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9348 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2650 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3694 members Mstep: Class 6 contains 29394 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3653 members Mstep: Class 10 contains 5156 members Mstep: Class 11 contains 7985 members Mstep: Class 12 contains 5655 members Mstep: Class 13 contains 7136 members Mstep: Class 14 contains 23580 members Mstep: Class 15 contains 27095 members Mstep: Class 16 contains 79889 members Mstep: Class 17 contains 8661 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7016 members Mstep: Class 20 contains 73570 members Mstep: Class 21 contains 1794 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4128 members Mstep: Class 25 contains 6928 members Mstep: Class 26 contains 3745 members Mstep: Class 27 contains 12846 members Mstep: Class 28 contains 6931 members Mstep: Class 29 contains 5494 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71435 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2366 members Mstep: Class 36 contains 4587 members Mstep: Class 37 contains 14320 members Entering Unmasked Estep ConsiderDeletion Score: -65627440.000000 Penalty: 119321.156250 Iteration 134Q: 38 clusters Score -6.562744e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2652 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3694 members Mstep: Class 6 contains 29393 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3653 members Mstep: Class 10 contains 5156 members Mstep: Class 11 contains 7986 members Mstep: Class 12 contains 5653 members Mstep: Class 13 contains 7145 members Mstep: Class 14 contains 23574 members Mstep: Class 15 contains 27101 members Mstep: Class 16 contains 79882 members Mstep: Class 17 contains 8610 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7014 members Mstep: Class 20 contains 73569 members Mstep: Class 21 contains 1791 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4141 members Mstep: Class 25 contains 6914 members Mstep: Class 26 contains 3746 members Mstep: Class 27 contains 12842 members Mstep: Class 28 contains 6932 members Mstep: Class 29 contains 5517 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71435 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4597 members Mstep: Class 37 contains 14349 members Entering Unmasked Estep ConsiderDeletion Score: -65627572.000000 Penalty: 119321.156250 Iteration 135Q: 38 clusters Score -6.562757e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9338 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2656 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3694 members Mstep: Class 6 contains 29392 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3651 members Mstep: Class 10 contains 5156 members Mstep: Class 11 contains 7986 members Mstep: Class 12 contains 5653 members Mstep: Class 13 contains 7147 members Mstep: Class 14 contains 23568 members Mstep: Class 15 contains 27105 members Mstep: Class 16 contains 79879 members Mstep: Class 17 contains 8574 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7011 members Mstep: Class 20 contains 73571 members Mstep: Class 21 contains 1789 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4149 members Mstep: Class 25 contains 6905 members Mstep: Class 26 contains 3746 members Mstep: Class 27 contains 12840 members Mstep: Class 28 contains 6931 members Mstep: Class 29 contains 5537 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71436 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2365 members Mstep: Class 36 contains 4613 members Mstep: Class 37 contains 14364 members Entering Unmasked Estep ConsiderDeletion Score: -65627624.000000 Penalty: 119321.156250 Iteration 136Q: 38 clusters Score -6.562762e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2659 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3694 members Mstep: Class 6 contains 29391 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3650 members Mstep: Class 10 contains 5156 members Mstep: Class 11 contains 7984 members Mstep: Class 12 contains 5650 members Mstep: Class 13 contains 7149 members Mstep: Class 14 contains 23564 members Mstep: Class 15 contains 27109 members Mstep: Class 16 contains 79875 members Mstep: Class 17 contains 8541 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7010 members Mstep: Class 20 contains 73573 members Mstep: Class 21 contains 1787 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4158 members Mstep: Class 25 contains 6901 members Mstep: Class 26 contains 3746 members Mstep: Class 27 contains 12837 members Mstep: Class 28 contains 6931 members Mstep: Class 29 contains 5561 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71437 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2365 members Mstep: Class 36 contains 4622 members Mstep: Class 37 contains 14371 members Entering Unmasked Estep ConsiderDeletion Score: -65627660.000000 Penalty: 119321.156250 Iteration 137Q: 38 clusters Score -6.562766e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2662 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3694 members Mstep: Class 6 contains 29389 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3649 members Mstep: Class 10 contains 5156 members Mstep: Class 11 contains 7983 members Mstep: Class 12 contains 5649 members Mstep: Class 13 contains 7151 members Mstep: Class 14 contains 23561 members Mstep: Class 15 contains 27114 members Mstep: Class 16 contains 79871 members Mstep: Class 17 contains 8502 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7009 members Mstep: Class 20 contains 73572 members Mstep: Class 21 contains 1789 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4169 members Mstep: Class 25 contains 6896 members Mstep: Class 26 contains 3746 members Mstep: Class 27 contains 12834 members Mstep: Class 28 contains 6931 members Mstep: Class 29 contains 5579 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71442 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2365 members Mstep: Class 36 contains 4628 members Mstep: Class 37 contains 14381 members Entering Unmasked Estep ConsiderDeletion Score: -65627624.000000 Penalty: 119321.156250 Iteration 138Q: 38 clusters Score -6.562762e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2667 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3694 members Mstep: Class 6 contains 29388 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3648 members Mstep: Class 10 contains 5155 members Mstep: Class 11 contains 7978 members Mstep: Class 12 contains 5649 members Mstep: Class 13 contains 7154 members Mstep: Class 14 contains 23560 members Mstep: Class 15 contains 27122 members Mstep: Class 16 contains 79869 members Mstep: Class 17 contains 8468 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7008 members Mstep: Class 20 contains 73573 members Mstep: Class 21 contains 1789 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4178 members Mstep: Class 25 contains 6890 members Mstep: Class 26 contains 3746 members Mstep: Class 27 contains 12827 members Mstep: Class 28 contains 6931 members Mstep: Class 29 contains 5598 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2365 members Mstep: Class 36 contains 4632 members Mstep: Class 37 contains 14389 members Entering Unmasked Estep ConsiderDeletion Score: -65627644.000000 Penalty: 119321.156250 Iteration 139Q: 38 clusters Score -6.562764e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9338 members Mstep: Class 2 contains 6098 members Mstep: Class 3 contains 2667 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3694 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7974 members Mstep: Class 12 contains 5649 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23558 members Mstep: Class 15 contains 27130 members Mstep: Class 16 contains 79870 members Mstep: Class 17 contains 8425 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7007 members Mstep: Class 20 contains 73574 members Mstep: Class 21 contains 1789 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4193 members Mstep: Class 25 contains 6881 members Mstep: Class 26 contains 3746 members Mstep: Class 27 contains 12821 members Mstep: Class 28 contains 6930 members Mstep: Class 29 contains 5615 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71444 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2365 members Mstep: Class 36 contains 4635 members Mstep: Class 37 contains 14408 members Entering Unmasked Estep ConsiderDeletion Score: -65627640.000000 Penalty: 119321.156250 Iteration 140F: 38 clusters Score -6.562764e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9344 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2669 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3694 members Mstep: Class 6 contains 29386 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7972 members Mstep: Class 12 contains 5650 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23556 members Mstep: Class 15 contains 27135 members Mstep: Class 16 contains 79871 members Mstep: Class 17 contains 8379 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7007 members Mstep: Class 20 contains 73576 members Mstep: Class 21 contains 1788 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4206 members Mstep: Class 25 contains 6878 members Mstep: Class 26 contains 3746 members Mstep: Class 27 contains 12818 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5638 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2365 members Mstep: Class 36 contains 4636 members Mstep: Class 37 contains 14414 members Entering Unmasked Estep ConsiderDeletion Score: -65627684.000000 Penalty: 119321.156250 Iteration 141Q: 38 clusters Score -6.562768e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9348 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2671 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3694 members Mstep: Class 6 contains 29386 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7971 members Mstep: Class 12 contains 5650 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23555 members Mstep: Class 15 contains 27142 members Mstep: Class 16 contains 79871 members Mstep: Class 17 contains 8349 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7005 members Mstep: Class 20 contains 73576 members Mstep: Class 21 contains 1788 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4213 members Mstep: Class 25 contains 6875 members Mstep: Class 26 contains 3746 members Mstep: Class 27 contains 12814 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5653 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4639 members Mstep: Class 37 contains 14418 members Entering Unmasked Estep ConsiderDeletion Score: -65627748.000000 Penalty: 119321.156250 Iteration 142Q: 38 clusters Score -6.562775e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9348 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2678 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3694 members Mstep: Class 6 contains 29386 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7970 members Mstep: Class 12 contains 5652 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23553 members Mstep: Class 15 contains 27151 members Mstep: Class 16 contains 79870 members Mstep: Class 17 contains 8320 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 7001 members Mstep: Class 20 contains 73576 members Mstep: Class 21 contains 1788 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4218 members Mstep: Class 25 contains 6875 members Mstep: Class 26 contains 3746 members Mstep: Class 27 contains 12809 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5663 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4644 members Mstep: Class 37 contains 14422 members Entering Unmasked Estep ConsiderDeletion Score: -65627780.000000 Penalty: 119321.156250 Iteration 143Q: 38 clusters Score -6.562778e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2683 members Mstep: Class 4 contains 1514 members Mstep: Class 5 contains 3694 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7970 members Mstep: Class 12 contains 5652 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23553 members Mstep: Class 15 contains 27165 members Mstep: Class 16 contains 79869 members Mstep: Class 17 contains 8283 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6999 members Mstep: Class 20 contains 73576 members Mstep: Class 21 contains 1788 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4222 members Mstep: Class 25 contains 6873 members Mstep: Class 26 contains 3745 members Mstep: Class 27 contains 12796 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5689 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4648 members Mstep: Class 37 contains 14426 members Entering Unmasked Estep ConsiderDeletion Score: -65627724.000000 Penalty: 119321.156250 Iteration 144Q: 38 clusters Score -6.562772e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9349 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2685 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3693 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7970 members Mstep: Class 12 contains 5653 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23552 members Mstep: Class 15 contains 27173 members Mstep: Class 16 contains 79869 members Mstep: Class 17 contains 8256 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6997 members Mstep: Class 20 contains 73576 members Mstep: Class 21 contains 1788 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4224 members Mstep: Class 25 contains 6872 members Mstep: Class 26 contains 3745 members Mstep: Class 27 contains 12791 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5707 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4652 members Mstep: Class 37 contains 14426 members Entering Unmasked Estep ConsiderDeletion Score: -65627820.000000 Penalty: 119321.156250 Iteration 145Q: 38 clusters Score -6.562782e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2688 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3692 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7970 members Mstep: Class 12 contains 5654 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23551 members Mstep: Class 15 contains 27183 members Mstep: Class 16 contains 79869 members Mstep: Class 17 contains 8231 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6994 members Mstep: Class 20 contains 73576 members Mstep: Class 21 contains 1788 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4226 members Mstep: Class 25 contains 6869 members Mstep: Class 26 contains 3745 members Mstep: Class 27 contains 12785 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5726 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4657 members Mstep: Class 37 contains 14428 members Entering Unmasked Estep ConsiderDeletion Score: -65627712.000000 Penalty: 119321.156250 Iteration 146Q: 38 clusters Score -6.562771e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9342 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2690 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3692 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7970 members Mstep: Class 12 contains 5654 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23548 members Mstep: Class 15 contains 27187 members Mstep: Class 16 contains 79868 members Mstep: Class 17 contains 8203 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6993 members Mstep: Class 20 contains 73576 members Mstep: Class 21 contains 1788 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4232 members Mstep: Class 25 contains 6866 members Mstep: Class 26 contains 3745 members Mstep: Class 27 contains 12785 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5742 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4664 members Mstep: Class 37 contains 14433 members Entering Unmasked Estep ConsiderDeletion Score: -65627732.000000 Penalty: 119321.156250 Iteration 147Q: 38 clusters Score -6.562773e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9338 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2692 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3692 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7970 members Mstep: Class 12 contains 5653 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23541 members Mstep: Class 15 contains 27195 members Mstep: Class 16 contains 79868 members Mstep: Class 17 contains 8167 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6992 members Mstep: Class 20 contains 73576 members Mstep: Class 21 contains 1788 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4237 members Mstep: Class 25 contains 6864 members Mstep: Class 26 contains 3746 members Mstep: Class 27 contains 12779 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5770 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4675 members Mstep: Class 37 contains 14435 members Entering Unmasked Estep ConsiderDeletion Score: -65627724.000000 Penalty: 119321.156250 Iteration 148Q: 38 clusters Score -6.562772e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9330 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2693 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3692 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7970 members Mstep: Class 12 contains 5653 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23536 members Mstep: Class 15 contains 27202 members Mstep: Class 16 contains 79869 members Mstep: Class 17 contains 8135 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73576 members Mstep: Class 21 contains 1786 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4246 members Mstep: Class 25 contains 6863 members Mstep: Class 26 contains 3747 members Mstep: Class 27 contains 12776 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5790 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4688 members Mstep: Class 37 contains 14435 members Entering Unmasked Estep ConsiderDeletion Score: -65627756.000000 Penalty: 119321.156250 Iteration 149Q: 38 clusters Score -6.562776e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2693 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3692 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7970 members Mstep: Class 12 contains 5655 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23531 members Mstep: Class 15 contains 27211 members Mstep: Class 16 contains 79868 members Mstep: Class 17 contains 8095 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73576 members Mstep: Class 21 contains 1787 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4251 members Mstep: Class 25 contains 6863 members Mstep: Class 26 contains 3749 members Mstep: Class 27 contains 12770 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5813 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71444 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4693 members Mstep: Class 37 contains 14440 members Entering Unmasked Estep ConsiderDeletion Score: -65627828.000000 Penalty: 119321.156250 Iteration 150Q: 38 clusters Score -6.562783e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2699 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3694 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7969 members Mstep: Class 12 contains 5653 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23525 members Mstep: Class 15 contains 27219 members Mstep: Class 16 contains 79865 members Mstep: Class 17 contains 8069 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73576 members Mstep: Class 21 contains 1787 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4265 members Mstep: Class 25 contains 6861 members Mstep: Class 26 contains 3752 members Mstep: Class 27 contains 12768 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5816 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71445 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4700 members Mstep: Class 37 contains 14442 members Entering Unmasked Estep ConsiderDeletion Score: -65627860.000000 Penalty: 119321.156250 Iteration 151Q: 38 clusters Score -6.562786e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2702 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3695 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7970 members Mstep: Class 12 contains 5652 members Mstep: Class 13 contains 7158 members Mstep: Class 14 contains 23522 members Mstep: Class 15 contains 27222 members Mstep: Class 16 contains 79863 members Mstep: Class 17 contains 8046 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73577 members Mstep: Class 21 contains 1787 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4277 members Mstep: Class 25 contains 6860 members Mstep: Class 26 contains 3755 members Mstep: Class 27 contains 12771 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5822 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71445 members Mstep: Class 32 contains 2675 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4704 members Mstep: Class 37 contains 14437 members Entering Unmasked Estep ConsiderDeletion Score: -65627828.000000 Penalty: 119321.156250 Iteration 152Q: 38 clusters Score -6.562783e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9323 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2704 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3696 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7970 members Mstep: Class 12 contains 5650 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23519 members Mstep: Class 15 contains 27227 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 8019 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6990 members Mstep: Class 20 contains 73577 members Mstep: Class 21 contains 1787 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4289 members Mstep: Class 25 contains 6859 members Mstep: Class 26 contains 3755 members Mstep: Class 27 contains 12772 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5826 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71444 members Mstep: Class 32 contains 2675 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4708 members Mstep: Class 37 contains 14442 members Entering Unmasked Estep ConsiderDeletion Score: -65627868.000000 Penalty: 119321.156250 Iteration 153Q: 38 clusters Score -6.562787e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2703 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3697 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7970 members Mstep: Class 12 contains 5648 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23520 members Mstep: Class 15 contains 27228 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7994 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1787 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4299 members Mstep: Class 25 contains 6859 members Mstep: Class 26 contains 3755 members Mstep: Class 27 contains 12776 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5829 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2675 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4711 members Mstep: Class 37 contains 14447 members Entering Unmasked Estep ConsiderDeletion Score: -65627816.000000 Penalty: 119321.156250 Iteration 154Q: 38 clusters Score -6.562782e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9318 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2703 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3697 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7969 members Mstep: Class 12 contains 5646 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23519 members Mstep: Class 15 contains 27233 members Mstep: Class 16 contains 79863 members Mstep: Class 17 contains 7977 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1786 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4308 members Mstep: Class 25 contains 6857 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12779 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5831 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2675 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4715 members Mstep: Class 37 contains 14452 members Entering Unmasked Estep ConsiderDeletion Score: -65627856.000000 Penalty: 119321.156250 Iteration 155Q: 38 clusters Score -6.562786e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9319 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2703 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3697 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7969 members Mstep: Class 12 contains 5648 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23517 members Mstep: Class 15 contains 27237 members Mstep: Class 16 contains 79863 members Mstep: Class 17 contains 7964 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1785 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4312 members Mstep: Class 25 contains 6852 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12781 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5828 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2675 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4720 members Mstep: Class 37 contains 14458 members Entering Unmasked Estep ConsiderDeletion Score: -65627896.000000 Penalty: 119321.156250 Iteration 156Q: 38 clusters Score -6.56279e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9317 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2703 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3698 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7968 members Mstep: Class 12 contains 5645 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23518 members Mstep: Class 15 contains 27247 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7954 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4315 members Mstep: Class 25 contains 6851 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12775 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5826 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4721 members Mstep: Class 37 contains 14466 members Entering Unmasked Estep ConsiderDeletion Score: -65627956.000000 Penalty: 119321.156250 Iteration 157Q: 38 clusters Score -6.562796e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9316 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2703 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3698 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7967 members Mstep: Class 12 contains 5645 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23517 members Mstep: Class 15 contains 27255 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7945 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4318 members Mstep: Class 25 contains 6849 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12767 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5828 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4724 members Mstep: Class 37 contains 14472 members Entering Unmasked Estep ConsiderDeletion Score: -65627980.000000 Penalty: 119321.156250 Iteration 158Q: 38 clusters Score -6.562798e+07 nChanged 23 Entering ConstructFrom: Score: -65627980.000000 Penalty: 119321.156250 Entering ConstructFrom: Trying to split cluster 1 (9313 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9313 members Entering Unmasked Estep Score: -1328258.125000 Penalty: 2266.513428 Iteration 0F: 2 clusters Score -1328258 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -1320972.875000 Penalty: 4533.026855 Iteration 0F: 3 clusters Score -1320973 nChanged 3927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -1323291.750000 Penalty: 4533.026855 Iteration 1F: 3 clusters Score -1323292 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -1323855.750000 Penalty: 4533.026855 Iteration 2F: 3 clusters Score -1323856 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -1324419.500000 Penalty: 4533.026855 Iteration 3F: 3 clusters Score -1324420 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -1324853.625000 Penalty: 4533.026855 Iteration 4F: 3 clusters Score -1324854 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -1325168.875000 Penalty: 4533.026855 Iteration 5F: 3 clusters Score -1325169 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -1325409.750000 Penalty: 4533.026855 Iteration 6Q: 3 clusters Score -1325410 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -1325599.250000 Penalty: 4533.026855 Iteration 7Q: 3 clusters Score -1325599 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -1325743.750000 Penalty: 4533.026855 Iteration 8Q: 3 clusters Score -1325744 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -1325862.750000 Penalty: 4533.026855 Iteration 9Q: 3 clusters Score -1325863 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -1325958.125000 Penalty: 4533.026855 Iteration 10Q: 3 clusters Score -1325958 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -1326026.875000 Penalty: 4533.026855 Iteration 11Q: 3 clusters Score -1326027 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -1326093.500000 Penalty: 4533.026855 Iteration 12Q: 3 clusters Score -1326094 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -1326162.250000 Penalty: 4533.026855 Iteration 13Q: 3 clusters Score -1326162 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -1326214.750000 Penalty: 4533.026855 Iteration 14Q: 3 clusters Score -1326215 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -1326270.250000 Penalty: 4533.026855 Iteration 15Q: 3 clusters Score -1326270 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -1326317.250000 Penalty: 4533.026855 Iteration 16Q: 3 clusters Score -1326317 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -1326349.000000 Penalty: 4533.026855 Iteration 17Q: 3 clusters Score -1326349 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -1326380.000000 Penalty: 4533.026855 Iteration 18Q: 3 clusters Score -1326380 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -1326408.125000 Penalty: 4533.026855 Iteration 19Q: 3 clusters Score -1326408 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -1326427.500000 Penalty: 4533.026855 Iteration 20F: 3 clusters Score -1326428 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -1326446.000000 Penalty: 4533.026855 Iteration 21Q: 3 clusters Score -1326446 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -1326451.125000 Penalty: 4533.026855 Iteration 22Q: 3 clusters Score -1326451 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -1326460.375000 Penalty: 4533.026855 Iteration 23Q: 3 clusters Score -1326460 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -1326470.750000 Penalty: 4533.026855 Iteration 24Q: 3 clusters Score -1326471 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -1326483.750000 Penalty: 4533.026855 Iteration 25Q: 3 clusters Score -1326484 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -1326498.750000 Penalty: 4533.026855 Iteration 26Q: 3 clusters Score -1326499 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -1326517.125000 Penalty: 4533.026855 Iteration 27Q: 3 clusters Score -1326517 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -1326542.375000 Penalty: 4533.026855 Iteration 28Q: 3 clusters Score -1326542 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -1326564.125000 Penalty: 4533.026855 Iteration 29Q: 3 clusters Score -1326564 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -1326579.500000 Penalty: 4533.026855 Iteration 30Q: 3 clusters Score -1326580 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -1326589.750000 Penalty: 4533.026855 Iteration 31Q: 3 clusters Score -1326590 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -1326608.000000 Penalty: 4533.026855 Iteration 32Q: 3 clusters Score -1326608 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -1326620.500000 Penalty: 4533.026855 Iteration 33Q: 3 clusters Score -1326620 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -1326635.250000 Penalty: 4533.026855 Iteration 34Q: 3 clusters Score -1326635 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -1326651.125000 Penalty: 4533.026855 Iteration 35Q: 3 clusters Score -1326651 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -1326668.000000 Penalty: 4533.026855 Iteration 36Q: 3 clusters Score -1326668 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -1326694.250000 Penalty: 4533.026855 Iteration 37Q: 3 clusters Score -1326694 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -1326707.500000 Penalty: 4533.026855 Iteration 38Q: 3 clusters Score -1326708 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 5161 members Entering Unmasked Estep Score: -1326723.000000 Penalty: 4533.026855 Iteration 39Q: 3 clusters Score -1326723 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -1326733.875000 Penalty: 4533.026855 Iteration 40F: 3 clusters Score -1326734 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -1326745.125000 Penalty: 4533.026855 Iteration 41Q: 3 clusters Score -1326745 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -1326759.500000 Penalty: 4533.026855 Iteration 42Q: 3 clusters Score -1326760 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 5144 members Entering Unmasked Estep Score: -1326767.750000 Penalty: 4533.026855 Iteration 43Q: 3 clusters Score -1326768 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -1326776.375000 Penalty: 4533.026855 Iteration 44Q: 3 clusters Score -1326776 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -1326782.500000 Penalty: 4533.026855 Iteration 45Q: 3 clusters Score -1326782 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -1326785.375000 Penalty: 4533.026855 Iteration 46Q: 3 clusters Score -1326785 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -1326788.625000 Penalty: 4533.026855 Iteration 47Q: 3 clusters Score -1326789 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -1326792.875000 Penalty: 4533.026855 Iteration 48Q: 3 clusters Score -1326793 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 5112 members Entering Unmasked Estep Score: -1326799.375000 Penalty: 4533.026855 Iteration 49Q: 3 clusters Score -1326799 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -1326806.625000 Penalty: 4533.026855 Iteration 50Q: 3 clusters Score -1326807 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -1326811.000000 Penalty: 4533.026855 Iteration 51Q: 3 clusters Score -1326811 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -1326822.625000 Penalty: 4533.026855 Iteration 52Q: 3 clusters Score -1326823 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -1326834.625000 Penalty: 4533.026855 Iteration 53Q: 3 clusters Score -1326835 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -1326849.500000 Penalty: 4533.026855 Iteration 54Q: 3 clusters Score -1326850 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -1326857.375000 Penalty: 4533.026855 Iteration 55Q: 3 clusters Score -1326857 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -1326868.750000 Penalty: 4533.026855 Iteration 56Q: 3 clusters Score -1326869 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -1326878.125000 Penalty: 4533.026855 Iteration 57Q: 3 clusters Score -1326878 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -1326884.125000 Penalty: 4533.026855 Iteration 58Q: 3 clusters Score -1326884 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -1326883.875000 Penalty: 4533.026855 Iteration 59Q: 3 clusters Score -1326884 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -1326891.375000 Penalty: 4533.026855 Iteration 60F: 3 clusters Score -1326891 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -1326903.375000 Penalty: 4533.026855 Iteration 61Q: 3 clusters Score -1326903 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -1326912.125000 Penalty: 4533.026855 Iteration 62Q: 3 clusters Score -1326912 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -1326923.750000 Penalty: 4533.026855 Iteration 63Q: 3 clusters Score -1326924 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -1326930.250000 Penalty: 4533.026855 Iteration 64Q: 3 clusters Score -1326930 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -1326947.875000 Penalty: 4533.026855 Iteration 65Q: 3 clusters Score -1326948 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -1326963.000000 Penalty: 4533.026855 Iteration 66Q: 3 clusters Score -1326963 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -1326988.250000 Penalty: 4533.026855 Iteration 67Q: 3 clusters Score -1326988 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -1327006.250000 Penalty: 4533.026855 Iteration 68Q: 3 clusters Score -1327006 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -1327030.250000 Penalty: 4533.026855 Iteration 69Q: 3 clusters Score -1327030 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -1327051.250000 Penalty: 4533.026855 Iteration 70Q: 3 clusters Score -1327051 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -1327072.500000 Penalty: 4533.026855 Iteration 71Q: 3 clusters Score -1327072 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -1327090.625000 Penalty: 4533.026855 Iteration 72Q: 3 clusters Score -1327091 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -1327121.250000 Penalty: 4533.026855 Iteration 73Q: 3 clusters Score -1327121 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -1327146.625000 Penalty: 4533.026855 Iteration 74Q: 3 clusters Score -1327147 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -1327184.250000 Penalty: 4533.026855 Iteration 75Q: 3 clusters Score -1327184 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -1327230.375000 Penalty: 4533.026855 Iteration 76Q: 3 clusters Score -1327230 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -1327260.000000 Penalty: 4533.026855 Iteration 77Q: 3 clusters Score -1327260 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -1327305.875000 Penalty: 4533.026855 Iteration 78Q: 3 clusters Score -1327306 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1327340.375000 Penalty: 4533.026855 Iteration 79Q: 3 clusters Score -1327340 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5124 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -1327377.000000 Penalty: 4533.026855 Iteration 80F: 3 clusters Score -1327377 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -1327400.250000 Penalty: 4533.026855 Iteration 81Q: 3 clusters Score -1327400 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -1327408.750000 Penalty: 4533.026855 Iteration 82Q: 3 clusters Score -1327409 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -1327415.625000 Penalty: 4533.026855 Iteration 83Q: 3 clusters Score -1327416 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -1327422.250000 Penalty: 4533.026855 Iteration 84Q: 3 clusters Score -1327422 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -1327426.750000 Penalty: 4533.026855 Iteration 85Q: 3 clusters Score -1327427 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -1327429.875000 Penalty: 4533.026855 Iteration 86Q: 3 clusters Score -1327430 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -1327429.625000 Penalty: 4533.026855 Iteration 87Q: 3 clusters Score -1327430 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -1327432.500000 Penalty: 4533.026855 Iteration 88Q: 3 clusters Score -1327432 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -1327431.375000 Penalty: 4533.026855 Iteration 89Q: 3 clusters Score -1327431 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -1327433.250000 Penalty: 4533.026855 Iteration 90Q: 3 clusters Score -1327433 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -1327432.375000 Penalty: 4533.026855 Iteration 91Q: 3 clusters Score -1327432 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -1327432.375000 Penalty: 4533.026855 Iteration 92F: 3 clusters Score -1327432 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (6099 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Entering Unmasked Estep Score: -890306.125000 Penalty: 2161.538330 Iteration 0F: 2 clusters Score -890306.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -885053.562500 Penalty: 4323.076660 Iteration 0F: 3 clusters Score -885053.6 nChanged 2384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -886393.875000 Penalty: 4323.076660 Iteration 1F: 3 clusters Score -886393.9 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -886679.437500 Penalty: 4323.076660 Iteration 2F: 3 clusters Score -886679.4 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -886880.000000 Penalty: 4323.076660 Iteration 3F: 3 clusters Score -886880 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -887057.000000 Penalty: 4323.076660 Iteration 4Q: 3 clusters Score -887057 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -887231.000000 Penalty: 4323.076660 Iteration 5Q: 3 clusters Score -887231 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -887416.875000 Penalty: 4323.076660 Iteration 6Q: 3 clusters Score -887416.9 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -887621.062500 Penalty: 4323.076660 Iteration 7Q: 3 clusters Score -887621.1 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -887812.062500 Penalty: 4323.076660 Iteration 8Q: 3 clusters Score -887812.1 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -887974.125000 Penalty: 4323.076660 Iteration 9Q: 3 clusters Score -887974.1 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -888100.875000 Penalty: 4323.076660 Iteration 10Q: 3 clusters Score -888100.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -888227.375000 Penalty: 4323.076660 Iteration 11Q: 3 clusters Score -888227.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -888358.625000 Penalty: 4323.076660 Iteration 12Q: 3 clusters Score -888358.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -888477.562500 Penalty: 4323.076660 Iteration 13Q: 3 clusters Score -888477.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -888592.500000 Penalty: 4323.076660 Iteration 14Q: 3 clusters Score -888592.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -888696.000000 Penalty: 4323.076660 Iteration 15Q: 3 clusters Score -888696 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -888797.562500 Penalty: 4323.076660 Iteration 16Q: 3 clusters Score -888797.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -888899.250000 Penalty: 4323.076660 Iteration 17Q: 3 clusters Score -888899.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -889024.687500 Penalty: 4323.076660 Iteration 18Q: 3 clusters Score -889024.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -889147.062500 Penalty: 4323.076660 Iteration 19Q: 3 clusters Score -889147.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -889234.062500 Penalty: 4323.076660 Iteration 20F: 3 clusters Score -889234.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -889298.000000 Penalty: 4323.076660 Iteration 21Q: 3 clusters Score -889298 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -889336.750000 Penalty: 4323.076660 Iteration 22Q: 3 clusters Score -889336.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -889363.562500 Penalty: 4323.076660 Iteration 23Q: 3 clusters Score -889363.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -889391.812500 Penalty: 4323.076660 Iteration 24Q: 3 clusters Score -889391.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -889406.437500 Penalty: 4323.076660 Iteration 25Q: 3 clusters Score -889406.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -889414.375000 Penalty: 4323.076660 Iteration 26Q: 3 clusters Score -889414.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -889420.687500 Penalty: 4323.076660 Iteration 27Q: 3 clusters Score -889420.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -889429.500000 Penalty: 4323.076660 Iteration 28Q: 3 clusters Score -889429.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -889433.750000 Penalty: 4323.076660 Iteration 29Q: 3 clusters Score -889433.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -889435.875000 Penalty: 4323.076660 Iteration 30Q: 3 clusters Score -889435.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -889437.312500 Penalty: 4323.076660 Iteration 31Q: 3 clusters Score -889437.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -889438.625000 Penalty: 4323.076660 Iteration 32Q: 3 clusters Score -889438.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -889438.875000 Penalty: 4323.076660 Iteration 33Q: 3 clusters Score -889438.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -889441.375000 Penalty: 4323.076660 Iteration 34Q: 3 clusters Score -889441.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -889444.937500 Penalty: 4323.076660 Iteration 35Q: 3 clusters Score -889444.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -889444.125000 Penalty: 4323.076660 Iteration 36Q: 3 clusters Score -889444.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -889444.562500 Penalty: 4323.076660 Iteration 37Q: 3 clusters Score -889444.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -889444.812500 Penalty: 4323.076660 Iteration 38Q: 3 clusters Score -889444.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -889445.000000 Penalty: 4323.076660 Iteration 39Q: 3 clusters Score -889445 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -889446.375000 Penalty: 4323.076660 Iteration 40F: 3 clusters Score -889446.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -889447.875000 Penalty: 4323.076660 Iteration 41Q: 3 clusters Score -889447.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -889448.000000 Penalty: 4323.076660 Iteration 42Q: 3 clusters Score -889448 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -889448.875000 Penalty: 4323.076660 Iteration 43Q: 3 clusters Score -889448.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -889448.750000 Penalty: 4323.076660 Iteration 44Q: 3 clusters Score -889448.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -889449.750000 Penalty: 4323.076660 Iteration 45Q: 3 clusters Score -889449.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -889453.312500 Penalty: 4323.076660 Iteration 46Q: 3 clusters Score -889453.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -889454.250000 Penalty: 4323.076660 Iteration 47Q: 3 clusters Score -889454.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -889458.500000 Penalty: 4323.076660 Iteration 48Q: 3 clusters Score -889458.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -889459.875000 Penalty: 4323.076660 Iteration 49Q: 3 clusters Score -889459.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -889464.125000 Penalty: 4323.076660 Iteration 50Q: 3 clusters Score -889464.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -889467.500000 Penalty: 4323.076660 Iteration 51Q: 3 clusters Score -889467.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -889469.375000 Penalty: 4323.076660 Iteration 52Q: 3 clusters Score -889469.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -889471.375000 Penalty: 4323.076660 Iteration 53Q: 3 clusters Score -889471.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -889472.187500 Penalty: 4323.076660 Iteration 54Q: 3 clusters Score -889472.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -889471.500000 Penalty: 4323.076660 Iteration 55Q: 3 clusters Score -889471.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -889473.125000 Penalty: 4323.076660 Iteration 56Q: 3 clusters Score -889473.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -889474.500000 Penalty: 4323.076660 Iteration 57Q: 3 clusters Score -889474.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -889475.875000 Penalty: 4323.076660 Iteration 58Q: 3 clusters Score -889475.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -889479.187500 Penalty: 4323.076660 Iteration 59Q: 3 clusters Score -889479.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -889479.562500 Penalty: 4323.076660 Iteration 60F: 3 clusters Score -889479.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -889482.875000 Penalty: 4323.076660 Iteration 61Q: 3 clusters Score -889482.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -889483.750000 Penalty: 4323.076660 Iteration 62Q: 3 clusters Score -889483.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -889484.062500 Penalty: 4323.076660 Iteration 63Q: 3 clusters Score -889484.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -889484.562500 Penalty: 4323.076660 Iteration 64Q: 3 clusters Score -889484.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -889485.250000 Penalty: 4323.076660 Iteration 65Q: 3 clusters Score -889485.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -889487.000000 Penalty: 4323.076660 Iteration 66Q: 3 clusters Score -889487 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -889487.000000 Penalty: 4323.076660 Iteration 67F: 3 clusters Score -889487 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Entering Unmasked Estep Score: -388984.937500 Penalty: 1959.725220 Iteration 0F: 2 clusters Score -388984.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -385937.125000 Penalty: 3919.450439 Iteration 0F: 3 clusters Score -385937.1 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -386610.375000 Penalty: 3919.450439 Iteration 1F: 3 clusters Score -386610.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -386804.187500 Penalty: 3919.450439 Iteration 2F: 3 clusters Score -386804.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -386950.250000 Penalty: 3919.450439 Iteration 3F: 3 clusters Score -386950.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -387065.000000 Penalty: 3919.450439 Iteration 4Q: 3 clusters Score -387065 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -387162.250000 Penalty: 3919.450439 Iteration 5Q: 3 clusters Score -387162.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -387267.406250 Penalty: 3919.450439 Iteration 6Q: 3 clusters Score -387267.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -387352.687500 Penalty: 3919.450439 Iteration 7Q: 3 clusters Score -387352.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -387419.062500 Penalty: 3919.450439 Iteration 8Q: 3 clusters Score -387419.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -387484.437500 Penalty: 3919.450439 Iteration 9Q: 3 clusters Score -387484.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -387560.125000 Penalty: 3919.450439 Iteration 10Q: 3 clusters Score -387560.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -387611.687500 Penalty: 3919.450439 Iteration 11Q: 3 clusters Score -387611.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -387639.875000 Penalty: 3919.450439 Iteration 12Q: 3 clusters Score -387639.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -387664.656250 Penalty: 3919.450439 Iteration 13Q: 3 clusters Score -387664.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -387689.687500 Penalty: 3919.450439 Iteration 14Q: 3 clusters Score -387689.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -387708.437500 Penalty: 3919.450439 Iteration 15Q: 3 clusters Score -387708.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -387715.843750 Penalty: 3919.450439 Iteration 16Q: 3 clusters Score -387715.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -387720.750000 Penalty: 3919.450439 Iteration 17Q: 3 clusters Score -387720.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -387730.406250 Penalty: 3919.450439 Iteration 18Q: 3 clusters Score -387730.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -387737.000000 Penalty: 3919.450439 Iteration 19Q: 3 clusters Score -387737 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -387744.281250 Penalty: 3919.450439 Iteration 20F: 3 clusters Score -387744.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -387749.812500 Penalty: 3919.450439 Iteration 21Q: 3 clusters Score -387749.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -387753.500000 Penalty: 3919.450439 Iteration 22Q: 3 clusters Score -387753.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -387755.312500 Penalty: 3919.450439 Iteration 23Q: 3 clusters Score -387755.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -387757.593750 Penalty: 3919.450439 Iteration 24Q: 3 clusters Score -387757.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -387761.750000 Penalty: 3919.450439 Iteration 25Q: 3 clusters Score -387761.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -387765.843750 Penalty: 3919.450439 Iteration 26Q: 3 clusters Score -387765.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -387769.593750 Penalty: 3919.450439 Iteration 27Q: 3 clusters Score -387769.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -387772.750000 Penalty: 3919.450439 Iteration 28Q: 3 clusters Score -387772.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -387774.781250 Penalty: 3919.450439 Iteration 29Q: 3 clusters Score -387774.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -387775.625000 Penalty: 3919.450439 Iteration 30Q: 3 clusters Score -387775.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -387776.687500 Penalty: 3919.450439 Iteration 31Q: 3 clusters Score -387776.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -387776.687500 Penalty: 3919.450439 Iteration 32F: 3 clusters Score -387776.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Entering Unmasked Estep Score: -224021.390625 Penalty: 1815.818726 Iteration 0F: 2 clusters Score -224021.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -221722.625000 Penalty: 3631.637451 Iteration 0F: 3 clusters Score -221722.6 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -222090.812500 Penalty: 3631.637451 Iteration 1F: 3 clusters Score -222090.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -222230.765625 Penalty: 3631.637451 Iteration 2F: 3 clusters Score -222230.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -222319.171875 Penalty: 3631.637451 Iteration 3F: 3 clusters Score -222319.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -222408.890625 Penalty: 3631.637451 Iteration 4Q: 3 clusters Score -222408.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -222529.578125 Penalty: 3631.637451 Iteration 5Q: 3 clusters Score -222529.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -222683.015625 Penalty: 3631.637451 Iteration 6F: 3 clusters Score -222683 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -222893.906250 Penalty: 3631.637451 Iteration 7F: 3 clusters Score -222893.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -223133.203125 Penalty: 3631.637451 Iteration 8F: 3 clusters Score -223133.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -223276.328125 Penalty: 3631.637451 Iteration 9Q: 3 clusters Score -223276.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -223354.156250 Penalty: 3631.637451 Iteration 10Q: 3 clusters Score -223354.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -223403.562500 Penalty: 3631.637451 Iteration 11Q: 3 clusters Score -223403.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -223437.328125 Penalty: 3631.637451 Iteration 12Q: 3 clusters Score -223437.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -223461.171875 Penalty: 3631.637451 Iteration 13Q: 3 clusters Score -223461.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -223473.562500 Penalty: 3631.637451 Iteration 14Q: 3 clusters Score -223473.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -223476.250000 Penalty: 3631.637451 Iteration 15Q: 3 clusters Score -223476.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -223476.250000 Penalty: 3631.637451 Iteration 16F: 3 clusters Score -223476.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3698 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Entering Unmasked Estep Score: -563948.375000 Penalty: 2037.455811 Iteration 0F: 2 clusters Score -563948.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -560247.875000 Penalty: 4074.911621 Iteration 0F: 3 clusters Score -560247.9 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -561066.625000 Penalty: 4074.911621 Iteration 1F: 3 clusters Score -561066.6 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -561269.687500 Penalty: 4074.911621 Iteration 2F: 3 clusters Score -561269.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -561393.875000 Penalty: 4074.911621 Iteration 3F: 3 clusters Score -561393.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -561461.187500 Penalty: 4074.911621 Iteration 4Q: 3 clusters Score -561461.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -561517.500000 Penalty: 4074.911621 Iteration 5Q: 3 clusters Score -561517.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -561563.625000 Penalty: 4074.911621 Iteration 6Q: 3 clusters Score -561563.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -561602.437500 Penalty: 4074.911621 Iteration 7Q: 3 clusters Score -561602.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -561636.437500 Penalty: 4074.911621 Iteration 8Q: 3 clusters Score -561636.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -561674.437500 Penalty: 4074.911621 Iteration 9Q: 3 clusters Score -561674.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -561717.125000 Penalty: 4074.911621 Iteration 10Q: 3 clusters Score -561717.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -561762.250000 Penalty: 4074.911621 Iteration 11Q: 3 clusters Score -561762.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -561801.937500 Penalty: 4074.911621 Iteration 12Q: 3 clusters Score -561801.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -561838.437500 Penalty: 4074.911621 Iteration 13Q: 3 clusters Score -561838.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -561872.500000 Penalty: 4074.911621 Iteration 14Q: 3 clusters Score -561872.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -561902.875000 Penalty: 4074.911621 Iteration 15Q: 3 clusters Score -561902.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -561934.437500 Penalty: 4074.911621 Iteration 16Q: 3 clusters Score -561934.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -561961.875000 Penalty: 4074.911621 Iteration 17Q: 3 clusters Score -561961.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -561988.062500 Penalty: 4074.911621 Iteration 18Q: 3 clusters Score -561988.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -562017.312500 Penalty: 4074.911621 Iteration 19Q: 3 clusters Score -562017.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -562038.687500 Penalty: 4074.911621 Iteration 20F: 3 clusters Score -562038.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -562067.437500 Penalty: 4074.911621 Iteration 21Q: 3 clusters Score -562067.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -562097.375000 Penalty: 4074.911621 Iteration 22Q: 3 clusters Score -562097.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -562124.625000 Penalty: 4074.911621 Iteration 23Q: 3 clusters Score -562124.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -562151.437500 Penalty: 4074.911621 Iteration 24Q: 3 clusters Score -562151.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -562191.750000 Penalty: 4074.911621 Iteration 25Q: 3 clusters Score -562191.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -562221.125000 Penalty: 4074.911621 Iteration 26Q: 3 clusters Score -562221.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -562247.625000 Penalty: 4074.911621 Iteration 27Q: 3 clusters Score -562247.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -562277.562500 Penalty: 4074.911621 Iteration 28Q: 3 clusters Score -562277.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -562301.750000 Penalty: 4074.911621 Iteration 29Q: 3 clusters Score -562301.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -562316.625000 Penalty: 4074.911621 Iteration 30Q: 3 clusters Score -562316.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -562326.437500 Penalty: 4074.911621 Iteration 31Q: 3 clusters Score -562326.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -562337.250000 Penalty: 4074.911621 Iteration 32Q: 3 clusters Score -562337.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -562346.125000 Penalty: 4074.911621 Iteration 33Q: 3 clusters Score -562346.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -562351.625000 Penalty: 4074.911621 Iteration 34Q: 3 clusters Score -562351.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -562354.187500 Penalty: 4074.911621 Iteration 35Q: 3 clusters Score -562354.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -562357.687500 Penalty: 4074.911621 Iteration 36Q: 3 clusters Score -562357.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -562361.750000 Penalty: 4074.911621 Iteration 37Q: 3 clusters Score -562361.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -562363.750000 Penalty: 4074.911621 Iteration 38Q: 3 clusters Score -562363.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -562368.000000 Penalty: 4074.911621 Iteration 39Q: 3 clusters Score -562368 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -562371.312500 Penalty: 4074.911621 Iteration 40F: 3 clusters Score -562371.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -562374.187500 Penalty: 4074.911621 Iteration 41Q: 3 clusters Score -562374.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -562377.937500 Penalty: 4074.911621 Iteration 42Q: 3 clusters Score -562377.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -562379.437500 Penalty: 4074.911621 Iteration 43Q: 3 clusters Score -562379.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -562381.625000 Penalty: 4074.911621 Iteration 44Q: 3 clusters Score -562381.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -562383.687500 Penalty: 4074.911621 Iteration 45Q: 3 clusters Score -562383.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -562389.437500 Penalty: 4074.911621 Iteration 46Q: 3 clusters Score -562389.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -562397.062500 Penalty: 4074.911621 Iteration 47Q: 3 clusters Score -562397.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -562400.875000 Penalty: 4074.911621 Iteration 48Q: 3 clusters Score -562400.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -562407.562500 Penalty: 4074.911621 Iteration 49Q: 3 clusters Score -562407.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -562413.250000 Penalty: 4074.911621 Iteration 50Q: 3 clusters Score -562413.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -562413.375000 Penalty: 4074.911621 Iteration 51Q: 3 clusters Score -562413.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -562414.750000 Penalty: 4074.911621 Iteration 52Q: 3 clusters Score -562414.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -562414.937500 Penalty: 4074.911621 Iteration 53Q: 3 clusters Score -562414.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -562414.250000 Penalty: 4074.911621 Iteration 54Q: 3 clusters Score -562414.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -562414.875000 Penalty: 4074.911621 Iteration 55Q: 3 clusters Score -562414.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -562414.875000 Penalty: 4074.911621 Iteration 56F: 3 clusters Score -562414.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (29387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29387 members Entering Unmasked Estep Score: -4340331.000000 Penalty: 2551.500488 Iteration 0F: 2 clusters Score -4340331 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14581 members Mstep: Class 2 contains 14806 members Entering Unmasked Estep Score: -4320272.500000 Penalty: 5103.000977 Iteration 0F: 3 clusters Score -4320272 nChanged 13171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14134 members Mstep: Class 2 contains 15253 members Entering Unmasked Estep Score: -4327618.000000 Penalty: 5103.000977 Iteration 1F: 3 clusters Score -4327618 nChanged 1619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13811 members Mstep: Class 2 contains 15576 members Entering Unmasked Estep Score: -4328344.500000 Penalty: 5103.000977 Iteration 2F: 3 clusters Score -4328344 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13405 members Mstep: Class 2 contains 15982 members Entering Unmasked Estep Score: -4329001.000000 Penalty: 5103.000977 Iteration 3F: 3 clusters Score -4329001 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12906 members Mstep: Class 2 contains 16481 members Entering Unmasked Estep Score: -4329617.000000 Penalty: 5103.000977 Iteration 4Q: 3 clusters Score -4329617 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12215 members Mstep: Class 2 contains 17172 members Entering Unmasked Estep Score: -4330203.000000 Penalty: 5103.000977 Iteration 5Q: 3 clusters Score -4330203 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11337 members Mstep: Class 2 contains 18050 members Entering Unmasked Estep Score: -4330783.500000 Penalty: 5103.000977 Iteration 6Q: 3 clusters Score -4330784 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 19133 members Entering Unmasked Estep Score: -4331469.000000 Penalty: 5103.000977 Iteration 7Q: 3 clusters Score -4331469 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9031 members Mstep: Class 2 contains 20356 members Entering Unmasked Estep Score: -4332240.000000 Penalty: 5103.000977 Iteration 8Q: 3 clusters Score -4332240 nChanged 1417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7696 members Mstep: Class 2 contains 21691 members Entering Unmasked Estep Score: -4333144.500000 Penalty: 5103.000977 Iteration 9Q: 3 clusters Score -4333144 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6344 members Mstep: Class 2 contains 23043 members Entering Unmasked Estep Score: -4334133.500000 Penalty: 5103.000977 Iteration 10Q: 3 clusters Score -4334134 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 24326 members Entering Unmasked Estep Score: -4335149.000000 Penalty: 5103.000977 Iteration 11Q: 3 clusters Score -4335149 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 25409 members Entering Unmasked Estep Score: -4335991.000000 Penalty: 5103.000977 Iteration 12Q: 3 clusters Score -4335991 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 26282 members Entering Unmasked Estep Score: -4336642.000000 Penalty: 5103.000977 Iteration 13Q: 3 clusters Score -4336642 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 26919 members Entering Unmasked Estep Score: -4337061.000000 Penalty: 5103.000977 Iteration 14Q: 3 clusters Score -4337061 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 27414 members Entering Unmasked Estep Score: -4337413.500000 Penalty: 5103.000977 Iteration 15Q: 3 clusters Score -4337414 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 27780 members Entering Unmasked Estep Score: -4337700.000000 Penalty: 5103.000977 Iteration 16Q: 3 clusters Score -4337700 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 28052 members Entering Unmasked Estep Score: -4337899.000000 Penalty: 5103.000977 Iteration 17Q: 3 clusters Score -4337899 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 28227 members Entering Unmasked Estep Score: -4338031.000000 Penalty: 5103.000977 Iteration 18Q: 3 clusters Score -4338031 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 28342 members Entering Unmasked Estep Score: -4338120.500000 Penalty: 5103.000977 Iteration 19Q: 3 clusters Score -4338120 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 28405 members Entering Unmasked Estep Score: -4338179.000000 Penalty: 5103.000977 Iteration 20F: 3 clusters Score -4338179 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 28469 members Entering Unmasked Estep Score: -4338221.000000 Penalty: 5103.000977 Iteration 21Q: 3 clusters Score -4338221 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 28524 members Entering Unmasked Estep Score: -4338266.000000 Penalty: 5103.000977 Iteration 22Q: 3 clusters Score -4338266 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 28567 members Entering Unmasked Estep Score: -4338297.000000 Penalty: 5103.000977 Iteration 23Q: 3 clusters Score -4338297 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 28585 members Entering Unmasked Estep Score: -4338301.500000 Penalty: 5103.000977 Iteration 24Q: 3 clusters Score -4338302 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 28593 members Entering Unmasked Estep Score: -4338317.000000 Penalty: 5103.000977 Iteration 25Q: 3 clusters Score -4338317 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 28599 members Entering Unmasked Estep Score: -4338321.500000 Penalty: 5103.000977 Iteration 26Q: 3 clusters Score -4338322 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 28610 members Entering Unmasked Estep Score: -4338325.000000 Penalty: 5103.000977 Iteration 27Q: 3 clusters Score -4338325 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 28617 members Entering Unmasked Estep Score: -4338326.000000 Penalty: 5103.000977 Iteration 28Q: 3 clusters Score -4338326 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 28621 members Entering Unmasked Estep Score: -4338327.000000 Penalty: 5103.000977 Iteration 29Q: 3 clusters Score -4338327 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 28626 members Entering Unmasked Estep Score: -4338328.000000 Penalty: 5103.000977 Iteration 30Q: 3 clusters Score -4338328 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 28629 members Entering Unmasked Estep Score: -4338334.500000 Penalty: 5103.000977 Iteration 31Q: 3 clusters Score -4338334 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 28629 members Entering Unmasked Estep Score: -4338334.500000 Penalty: 5103.000977 Iteration 32F: 3 clusters Score -4338334 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Entering Unmasked Estep Score: -81553.531250 Penalty: 1577.174316 Iteration 0F: 2 clusters Score -81553.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -80073.164062 Penalty: 3154.348633 Iteration 0F: 3 clusters Score -80073.16 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -80437.125000 Penalty: 3154.348633 Iteration 1F: 3 clusters Score -80437.12 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -80575.828125 Penalty: 3154.348633 Iteration 2F: 3 clusters Score -80575.83 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -80661.367188 Penalty: 3154.348633 Iteration 3F: 3 clusters Score -80661.37 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -80769.242188 Penalty: 3154.348633 Iteration 4Q: 3 clusters Score -80769.24 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -80836.515625 Penalty: 3154.348633 Iteration 5Q: 3 clusters Score -80836.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -80880.304688 Penalty: 3154.348633 Iteration 6Q: 3 clusters Score -80880.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -80900.132812 Penalty: 3154.348633 Iteration 7Q: 3 clusters Score -80900.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -80912.125000 Penalty: 3154.348633 Iteration 8Q: 3 clusters Score -80912.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -80932.375000 Penalty: 3154.348633 Iteration 9Q: 3 clusters Score -80932.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -80936.171875 Penalty: 3154.348633 Iteration 10Q: 3 clusters Score -80936.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -80936.734375 Penalty: 3154.348633 Iteration 11Q: 3 clusters Score -80936.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -80936.734375 Penalty: 3154.348633 Iteration 12F: 3 clusters Score -80936.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Entering Unmasked Estep Score: -16134.891602 Penalty: 1267.772949 Iteration 0F: 2 clusters Score -16134.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -15245.618164 Penalty: 2535.545898 Iteration 0F: 3 clusters Score -15245.62 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -15369.010742 Penalty: 2535.545898 Iteration 1F: 3 clusters Score -15369.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -15389.322266 Penalty: 2535.545898 Iteration 2Q: 3 clusters Score -15389.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -15404.537109 Penalty: 2535.545898 Iteration 3Q: 3 clusters Score -15404.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -15410.429688 Penalty: 2535.545898 Iteration 4Q: 3 clusters Score -15410.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -15410.429688 Penalty: 2535.545898 Iteration 5F: 3 clusters Score -15410.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Entering Unmasked Estep Score: -525051.562500 Penalty: 2034.011719 Iteration 0F: 2 clusters Score -525051.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -521405.875000 Penalty: 4068.023438 Iteration 0F: 3 clusters Score -521405.9 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -522193.187500 Penalty: 4068.023438 Iteration 1F: 3 clusters Score -522193.2 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -522372.906250 Penalty: 4068.023438 Iteration 2F: 3 clusters Score -522372.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -522479.937500 Penalty: 4068.023438 Iteration 3Q: 3 clusters Score -522479.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -522538.531250 Penalty: 4068.023438 Iteration 4Q: 3 clusters Score -522538.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -522575.187500 Penalty: 4068.023438 Iteration 5Q: 3 clusters Score -522575.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -522614.625000 Penalty: 4068.023438 Iteration 6Q: 3 clusters Score -522614.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -522652.562500 Penalty: 4068.023438 Iteration 7Q: 3 clusters Score -522652.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -522675.875000 Penalty: 4068.023438 Iteration 8Q: 3 clusters Score -522675.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -522693.031250 Penalty: 4068.023438 Iteration 9Q: 3 clusters Score -522693 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -522714.750000 Penalty: 4068.023438 Iteration 10Q: 3 clusters Score -522714.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -522737.656250 Penalty: 4068.023438 Iteration 11Q: 3 clusters Score -522737.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -522755.468750 Penalty: 4068.023438 Iteration 12Q: 3 clusters Score -522755.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -522767.562500 Penalty: 4068.023438 Iteration 13Q: 3 clusters Score -522767.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -522779.250000 Penalty: 4068.023438 Iteration 14Q: 3 clusters Score -522779.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -522794.906250 Penalty: 4068.023438 Iteration 15Q: 3 clusters Score -522794.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -522812.718750 Penalty: 4068.023438 Iteration 16Q: 3 clusters Score -522812.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -522836.687500 Penalty: 4068.023438 Iteration 17Q: 3 clusters Score -522836.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -522852.562500 Penalty: 4068.023438 Iteration 18Q: 3 clusters Score -522852.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -522866.437500 Penalty: 4068.023438 Iteration 19Q: 3 clusters Score -522866.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -522878.531250 Penalty: 4068.023438 Iteration 20F: 3 clusters Score -522878.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -522889.843750 Penalty: 4068.023438 Iteration 21Q: 3 clusters Score -522889.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -522901.125000 Penalty: 4068.023438 Iteration 22Q: 3 clusters Score -522901.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -522913.093750 Penalty: 4068.023438 Iteration 23Q: 3 clusters Score -522913.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -522922.687500 Penalty: 4068.023438 Iteration 24Q: 3 clusters Score -522922.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -522930.531250 Penalty: 4068.023438 Iteration 25Q: 3 clusters Score -522930.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -522939.187500 Penalty: 4068.023438 Iteration 26Q: 3 clusters Score -522939.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -522949.937500 Penalty: 4068.023438 Iteration 27Q: 3 clusters Score -522949.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -522962.250000 Penalty: 4068.023438 Iteration 28Q: 3 clusters Score -522962.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -522968.968750 Penalty: 4068.023438 Iteration 29Q: 3 clusters Score -522969 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -522980.687500 Penalty: 4068.023438 Iteration 30Q: 3 clusters Score -522980.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -522997.656250 Penalty: 4068.023438 Iteration 31Q: 3 clusters Score -522997.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -523020.218750 Penalty: 4068.023438 Iteration 32Q: 3 clusters Score -523020.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -523040.875000 Penalty: 4068.023438 Iteration 33Q: 3 clusters Score -523040.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -523072.468750 Penalty: 4068.023438 Iteration 34Q: 3 clusters Score -523072.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -523109.750000 Penalty: 4068.023438 Iteration 35Q: 3 clusters Score -523109.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -523137.468750 Penalty: 4068.023438 Iteration 36Q: 3 clusters Score -523137.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -523169.500000 Penalty: 4068.023438 Iteration 37Q: 3 clusters Score -523169.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -523207.843750 Penalty: 4068.023438 Iteration 38Q: 3 clusters Score -523207.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -523245.687500 Penalty: 4068.023438 Iteration 39Q: 3 clusters Score -523245.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -523295.312500 Penalty: 4068.023438 Iteration 40F: 3 clusters Score -523295.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -523340.562500 Penalty: 4068.023438 Iteration 41Q: 3 clusters Score -523340.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -523390.812500 Penalty: 4068.023438 Iteration 42Q: 3 clusters Score -523390.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -523468.031250 Penalty: 4068.023438 Iteration 43Q: 3 clusters Score -523468 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -523537.968750 Penalty: 4068.023438 Iteration 44Q: 3 clusters Score -523538 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -523623.312500 Penalty: 4068.023438 Iteration 45Q: 3 clusters Score -523623.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -523728.531250 Penalty: 4068.023438 Iteration 46Q: 3 clusters Score -523728.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -523820.062500 Penalty: 4068.023438 Iteration 47Q: 3 clusters Score -523820.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -523894.156250 Penalty: 4068.023438 Iteration 48Q: 3 clusters Score -523894.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -523974.312500 Penalty: 4068.023438 Iteration 49Q: 3 clusters Score -523974.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -524012.125000 Penalty: 4068.023438 Iteration 50Q: 3 clusters Score -524012.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -524043.750000 Penalty: 4068.023438 Iteration 51Q: 3 clusters Score -524043.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -524061.281250 Penalty: 4068.023438 Iteration 52Q: 3 clusters Score -524061.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -524076.906250 Penalty: 4068.023438 Iteration 53Q: 3 clusters Score -524076.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -524087.468750 Penalty: 4068.023438 Iteration 54Q: 3 clusters Score -524087.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -524092.781250 Penalty: 4068.023438 Iteration 55Q: 3 clusters Score -524092.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -524099.437500 Penalty: 4068.023438 Iteration 56Q: 3 clusters Score -524099.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -524108.187500 Penalty: 4068.023438 Iteration 57Q: 3 clusters Score -524108.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -524113.562500 Penalty: 4068.023438 Iteration 58Q: 3 clusters Score -524113.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -524117.406250 Penalty: 4068.023438 Iteration 59Q: 3 clusters Score -524117.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -524120.875000 Penalty: 4068.023438 Iteration 60F: 3 clusters Score -524120.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -524125.500000 Penalty: 4068.023438 Iteration 61Q: 3 clusters Score -524125.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -524127.218750 Penalty: 4068.023438 Iteration 62Q: 3 clusters Score -524127.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -524127.500000 Penalty: 4068.023438 Iteration 63Q: 3 clusters Score -524127.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -524128.218750 Penalty: 4068.023438 Iteration 64Q: 3 clusters Score -524128.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -524127.718750 Penalty: 4068.023438 Iteration 65Q: 3 clusters Score -524127.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -524127.718750 Penalty: 4068.023438 Iteration 66F: 3 clusters Score -524127.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5154 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Entering Unmasked Estep Score: -747972.500000 Penalty: 2119.787109 Iteration 0F: 2 clusters Score -747972.5 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 2602 members Entering Unmasked Estep Score: -743424.375000 Penalty: 4239.574219 Iteration 0F: 3 clusters Score -743424.4 nChanged 1904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -744510.000000 Penalty: 4239.574219 Iteration 1F: 3 clusters Score -744510 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -744740.500000 Penalty: 4239.574219 Iteration 2F: 3 clusters Score -744740.5 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -744899.250000 Penalty: 4239.574219 Iteration 3F: 3 clusters Score -744899.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -745003.750000 Penalty: 4239.574219 Iteration 4Q: 3 clusters Score -745003.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -745098.500000 Penalty: 4239.574219 Iteration 5Q: 3 clusters Score -745098.5 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -745179.500000 Penalty: 4239.574219 Iteration 6Q: 3 clusters Score -745179.5 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -745253.250000 Penalty: 4239.574219 Iteration 7Q: 3 clusters Score -745253.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -745350.500000 Penalty: 4239.574219 Iteration 8Q: 3 clusters Score -745350.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -745427.687500 Penalty: 4239.574219 Iteration 9Q: 3 clusters Score -745427.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -745502.062500 Penalty: 4239.574219 Iteration 10Q: 3 clusters Score -745502.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -745578.437500 Penalty: 4239.574219 Iteration 11Q: 3 clusters Score -745578.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -745650.687500 Penalty: 4239.574219 Iteration 12Q: 3 clusters Score -745650.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -745705.812500 Penalty: 4239.574219 Iteration 13Q: 3 clusters Score -745705.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -745765.687500 Penalty: 4239.574219 Iteration 14Q: 3 clusters Score -745765.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -745844.062500 Penalty: 4239.574219 Iteration 15Q: 3 clusters Score -745844.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -745926.500000 Penalty: 4239.574219 Iteration 16Q: 3 clusters Score -745926.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -746004.562500 Penalty: 4239.574219 Iteration 17Q: 3 clusters Score -746004.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -746087.437500 Penalty: 4239.574219 Iteration 18Q: 3 clusters Score -746087.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -746157.750000 Penalty: 4239.574219 Iteration 19Q: 3 clusters Score -746157.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -746214.625000 Penalty: 4239.574219 Iteration 20F: 3 clusters Score -746214.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -746257.000000 Penalty: 4239.574219 Iteration 21Q: 3 clusters Score -746257 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -746292.062500 Penalty: 4239.574219 Iteration 22Q: 3 clusters Score -746292.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -746322.437500 Penalty: 4239.574219 Iteration 23Q: 3 clusters Score -746322.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -746345.562500 Penalty: 4239.574219 Iteration 24Q: 3 clusters Score -746345.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -746365.937500 Penalty: 4239.574219 Iteration 25Q: 3 clusters Score -746365.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -746382.187500 Penalty: 4239.574219 Iteration 26Q: 3 clusters Score -746382.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -746395.062500 Penalty: 4239.574219 Iteration 27Q: 3 clusters Score -746395.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -746403.250000 Penalty: 4239.574219 Iteration 28Q: 3 clusters Score -746403.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -746405.187500 Penalty: 4239.574219 Iteration 29Q: 3 clusters Score -746405.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -746409.250000 Penalty: 4239.574219 Iteration 30Q: 3 clusters Score -746409.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -746413.375000 Penalty: 4239.574219 Iteration 31Q: 3 clusters Score -746413.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -746414.000000 Penalty: 4239.574219 Iteration 32Q: 3 clusters Score -746414 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -746417.187500 Penalty: 4239.574219 Iteration 33Q: 3 clusters Score -746417.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -746418.937500 Penalty: 4239.574219 Iteration 34Q: 3 clusters Score -746418.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -746421.125000 Penalty: 4239.574219 Iteration 35Q: 3 clusters Score -746421.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -746424.437500 Penalty: 4239.574219 Iteration 36Q: 3 clusters Score -746424.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -746425.187500 Penalty: 4239.574219 Iteration 37Q: 3 clusters Score -746425.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -746430.250000 Penalty: 4239.574219 Iteration 38Q: 3 clusters Score -746430.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -746434.375000 Penalty: 4239.574219 Iteration 39Q: 3 clusters Score -746434.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -746437.062500 Penalty: 4239.574219 Iteration 40F: 3 clusters Score -746437.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -746439.687500 Penalty: 4239.574219 Iteration 41Q: 3 clusters Score -746439.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -746445.062500 Penalty: 4239.574219 Iteration 42Q: 3 clusters Score -746445.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -746448.812500 Penalty: 4239.574219 Iteration 43Q: 3 clusters Score -746448.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -746450.500000 Penalty: 4239.574219 Iteration 44Q: 3 clusters Score -746450.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -746456.125000 Penalty: 4239.574219 Iteration 45Q: 3 clusters Score -746456.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -746455.937500 Penalty: 4239.574219 Iteration 46Q: 3 clusters Score -746455.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -746458.875000 Penalty: 4239.574219 Iteration 47Q: 3 clusters Score -746458.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -746462.562500 Penalty: 4239.574219 Iteration 48Q: 3 clusters Score -746462.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -746464.937500 Penalty: 4239.574219 Iteration 49Q: 3 clusters Score -746464.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -746465.187500 Penalty: 4239.574219 Iteration 50Q: 3 clusters Score -746465.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -746465.750000 Penalty: 4239.574219 Iteration 51Q: 3 clusters Score -746465.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -746465.750000 Penalty: 4239.574219 Iteration 52F: 3 clusters Score -746465.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (7967 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7967 members Entering Unmasked Estep Score: -1228578.250000 Penalty: 2227.799805 Iteration 0F: 2 clusters Score -1228578 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -1222267.125000 Penalty: 4455.599609 Iteration 0F: 3 clusters Score -1222267 nChanged 3165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -1223930.375000 Penalty: 4455.599609 Iteration 1F: 3 clusters Score -1223930 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -1224281.250000 Penalty: 4455.599609 Iteration 2F: 3 clusters Score -1224281 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -1224717.375000 Penalty: 4455.599609 Iteration 3F: 3 clusters Score -1224717 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -1225402.000000 Penalty: 4455.599609 Iteration 4F: 3 clusters Score -1225402 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -1226203.375000 Penalty: 4455.599609 Iteration 5F: 3 clusters Score -1226203 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -1226910.750000 Penalty: 4455.599609 Iteration 6F: 3 clusters Score -1226911 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -1227344.375000 Penalty: 4455.599609 Iteration 7F: 3 clusters Score -1227344 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -1227546.750000 Penalty: 4455.599609 Iteration 8Q: 3 clusters Score -1227547 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1227652.000000 Penalty: 4455.599609 Iteration 9Q: 3 clusters Score -1227652 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -1227716.125000 Penalty: 4455.599609 Iteration 10Q: 3 clusters Score -1227716 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -1227758.000000 Penalty: 4455.599609 Iteration 11Q: 3 clusters Score -1227758 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -1227788.875000 Penalty: 4455.599609 Iteration 12Q: 3 clusters Score -1227789 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4830 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -1227804.500000 Penalty: 4455.599609 Iteration 13Q: 3 clusters Score -1227804 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -1227824.750000 Penalty: 4455.599609 Iteration 14Q: 3 clusters Score -1227825 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -1227845.000000 Penalty: 4455.599609 Iteration 15Q: 3 clusters Score -1227845 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -1227865.375000 Penalty: 4455.599609 Iteration 16Q: 3 clusters Score -1227865 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -1227878.625000 Penalty: 4455.599609 Iteration 17Q: 3 clusters Score -1227879 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -1227882.875000 Penalty: 4455.599609 Iteration 18Q: 3 clusters Score -1227883 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -1227887.500000 Penalty: 4455.599609 Iteration 19Q: 3 clusters Score -1227888 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -1227888.875000 Penalty: 4455.599609 Iteration 20F: 3 clusters Score -1227889 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -1227896.625000 Penalty: 4455.599609 Iteration 21Q: 3 clusters Score -1227897 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -1227900.875000 Penalty: 4455.599609 Iteration 22Q: 3 clusters Score -1227901 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -1227902.000000 Penalty: 4455.599609 Iteration 23Q: 3 clusters Score -1227902 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -1227906.500000 Penalty: 4455.599609 Iteration 24Q: 3 clusters Score -1227906 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -1227909.250000 Penalty: 4455.599609 Iteration 25Q: 3 clusters Score -1227909 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -1227915.875000 Penalty: 4455.599609 Iteration 26Q: 3 clusters Score -1227916 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -1227916.750000 Penalty: 4455.599609 Iteration 27Q: 3 clusters Score -1227917 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -1227917.000000 Penalty: 4455.599609 Iteration 28Q: 3 clusters Score -1227917 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -1227919.125000 Penalty: 4455.599609 Iteration 29Q: 3 clusters Score -1227919 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -1227923.625000 Penalty: 4455.599609 Iteration 30Q: 3 clusters Score -1227924 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5233 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -1227925.000000 Penalty: 4455.599609 Iteration 31Q: 3 clusters Score -1227925 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -1227925.125000 Penalty: 4455.599609 Iteration 32Q: 3 clusters Score -1227925 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -1227928.625000 Penalty: 4455.599609 Iteration 33Q: 3 clusters Score -1227929 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -1227931.375000 Penalty: 4455.599609 Iteration 34Q: 3 clusters Score -1227931 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5258 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -1227930.875000 Penalty: 4455.599609 Iteration 35Q: 3 clusters Score -1227931 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -1227931.625000 Penalty: 4455.599609 Iteration 36Q: 3 clusters Score -1227932 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -1227932.250000 Penalty: 4455.599609 Iteration 37Q: 3 clusters Score -1227932 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -1227932.375000 Penalty: 4455.599609 Iteration 38Q: 3 clusters Score -1227932 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -1227933.250000 Penalty: 4455.599609 Iteration 39Q: 3 clusters Score -1227933 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -1227932.250000 Penalty: 4455.599609 Iteration 40F: 3 clusters Score -1227932 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -1227935.250000 Penalty: 4455.599609 Iteration 41Q: 3 clusters Score -1227935 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -1227935.125000 Penalty: 4455.599609 Iteration 42Q: 3 clusters Score -1227935 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -1227937.500000 Penalty: 4455.599609 Iteration 43Q: 3 clusters Score -1227938 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5290 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -1227939.250000 Penalty: 4455.599609 Iteration 44Q: 3 clusters Score -1227939 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -1227944.375000 Penalty: 4455.599609 Iteration 45Q: 3 clusters Score -1227944 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -1227942.875000 Penalty: 4455.599609 Iteration 46Q: 3 clusters Score -1227943 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -1227943.375000 Penalty: 4455.599609 Iteration 47Q: 3 clusters Score -1227943 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -1227944.375000 Penalty: 4455.599609 Iteration 48Q: 3 clusters Score -1227944 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -1227947.000000 Penalty: 4455.599609 Iteration 49Q: 3 clusters Score -1227947 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -1227948.250000 Penalty: 4455.599609 Iteration 50Q: 3 clusters Score -1227948 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -1227946.375000 Penalty: 4455.599609 Iteration 51Q: 3 clusters Score -1227946 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -1227945.500000 Penalty: 4455.599609 Iteration 52Q: 3 clusters Score -1227946 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -1227946.750000 Penalty: 4455.599609 Iteration 53Q: 3 clusters Score -1227947 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -1227949.250000 Penalty: 4455.599609 Iteration 54Q: 3 clusters Score -1227949 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -1227948.500000 Penalty: 4455.599609 Iteration 55Q: 3 clusters Score -1227948 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -1227947.000000 Penalty: 4455.599609 Iteration 56Q: 3 clusters Score -1227947 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -1227948.500000 Penalty: 4455.599609 Iteration 57Q: 3 clusters Score -1227948 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -1227950.375000 Penalty: 4455.599609 Iteration 58Q: 3 clusters Score -1227950 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -1227951.125000 Penalty: 4455.599609 Iteration 59Q: 3 clusters Score -1227951 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -1227951.125000 Penalty: 4455.599609 Iteration 60F: 3 clusters Score -1227951 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Entering Unmasked Estep Score: -841407.625000 Penalty: 2142.310547 Iteration 0F: 2 clusters Score -841407.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -836575.687500 Penalty: 4284.621094 Iteration 0F: 3 clusters Score -836575.7 nChanged 2201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -837941.062500 Penalty: 4284.621094 Iteration 1F: 3 clusters Score -837941.1 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -838369.375000 Penalty: 4284.621094 Iteration 2F: 3 clusters Score -838369.4 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -838846.937500 Penalty: 4284.621094 Iteration 3F: 3 clusters Score -838846.9 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -839267.875000 Penalty: 4284.621094 Iteration 4F: 3 clusters Score -839267.9 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -839581.937500 Penalty: 4284.621094 Iteration 5F: 3 clusters Score -839581.9 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -839753.250000 Penalty: 4284.621094 Iteration 6Q: 3 clusters Score -839753.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -839860.625000 Penalty: 4284.621094 Iteration 7Q: 3 clusters Score -839860.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -839924.000000 Penalty: 4284.621094 Iteration 8Q: 3 clusters Score -839924 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -839968.625000 Penalty: 4284.621094 Iteration 9Q: 3 clusters Score -839968.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -839998.562500 Penalty: 4284.621094 Iteration 10Q: 3 clusters Score -839998.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -840020.250000 Penalty: 4284.621094 Iteration 11Q: 3 clusters Score -840020.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -840035.562500 Penalty: 4284.621094 Iteration 12Q: 3 clusters Score -840035.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -840045.562500 Penalty: 4284.621094 Iteration 13Q: 3 clusters Score -840045.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -840057.625000 Penalty: 4284.621094 Iteration 14Q: 3 clusters Score -840057.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -840067.812500 Penalty: 4284.621094 Iteration 15Q: 3 clusters Score -840067.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -840071.062500 Penalty: 4284.621094 Iteration 16Q: 3 clusters Score -840071.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -840078.375000 Penalty: 4284.621094 Iteration 17Q: 3 clusters Score -840078.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -840077.937500 Penalty: 4284.621094 Iteration 18Q: 3 clusters Score -840077.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -840079.375000 Penalty: 4284.621094 Iteration 19Q: 3 clusters Score -840079.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -840080.000000 Penalty: 4284.621094 Iteration 20F: 3 clusters Score -840080 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7157 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7157 members Entering Unmasked Estep Score: -968703.000000 Penalty: 2201.209717 Iteration 0F: 2 clusters Score -968703 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -962889.375000 Penalty: 4402.419434 Iteration 0F: 3 clusters Score -962889.4 nChanged 2791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -964587.875000 Penalty: 4402.419434 Iteration 1F: 3 clusters Score -964587.9 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -965076.750000 Penalty: 4402.419434 Iteration 2F: 3 clusters Score -965076.8 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -965508.125000 Penalty: 4402.419434 Iteration 3F: 3 clusters Score -965508.1 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -965815.062500 Penalty: 4402.419434 Iteration 4F: 3 clusters Score -965815.1 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -966037.437500 Penalty: 4402.419434 Iteration 5F: 3 clusters Score -966037.4 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -966185.875000 Penalty: 4402.419434 Iteration 6Q: 3 clusters Score -966185.9 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -966323.437500 Penalty: 4402.419434 Iteration 7Q: 3 clusters Score -966323.4 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -966455.562500 Penalty: 4402.419434 Iteration 8Q: 3 clusters Score -966455.6 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -966584.375000 Penalty: 4402.419434 Iteration 9Q: 3 clusters Score -966584.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -966693.687500 Penalty: 4402.419434 Iteration 10Q: 3 clusters Score -966693.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -966796.625000 Penalty: 4402.419434 Iteration 11Q: 3 clusters Score -966796.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -966878.937500 Penalty: 4402.419434 Iteration 12Q: 3 clusters Score -966878.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -966950.062500 Penalty: 4402.419434 Iteration 13Q: 3 clusters Score -966950.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -967012.500000 Penalty: 4402.419434 Iteration 14Q: 3 clusters Score -967012.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -967071.875000 Penalty: 4402.419434 Iteration 15Q: 3 clusters Score -967071.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -967124.875000 Penalty: 4402.419434 Iteration 16Q: 3 clusters Score -967124.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -967175.125000 Penalty: 4402.419434 Iteration 17Q: 3 clusters Score -967175.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5679 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -967225.125000 Penalty: 4402.419434 Iteration 18Q: 3 clusters Score -967225.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -967264.312500 Penalty: 4402.419434 Iteration 19Q: 3 clusters Score -967264.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -967304.562500 Penalty: 4402.419434 Iteration 20F: 3 clusters Score -967304.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -967341.562500 Penalty: 4402.419434 Iteration 21Q: 3 clusters Score -967341.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -967380.437500 Penalty: 4402.419434 Iteration 22Q: 3 clusters Score -967380.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -967417.375000 Penalty: 4402.419434 Iteration 23Q: 3 clusters Score -967417.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -967445.187500 Penalty: 4402.419434 Iteration 24Q: 3 clusters Score -967445.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6063 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -967462.500000 Penalty: 4402.419434 Iteration 25Q: 3 clusters Score -967462.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6098 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -967481.562500 Penalty: 4402.419434 Iteration 26Q: 3 clusters Score -967481.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -967484.812500 Penalty: 4402.419434 Iteration 27Q: 3 clusters Score -967484.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -967493.062500 Penalty: 4402.419434 Iteration 28Q: 3 clusters Score -967493.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6135 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -967499.250000 Penalty: 4402.419434 Iteration 29Q: 3 clusters Score -967499.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -967502.437500 Penalty: 4402.419434 Iteration 30Q: 3 clusters Score -967502.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -967507.437500 Penalty: 4402.419434 Iteration 31Q: 3 clusters Score -967507.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6163 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -967515.375000 Penalty: 4402.419434 Iteration 32Q: 3 clusters Score -967515.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6179 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -967525.937500 Penalty: 4402.419434 Iteration 33Q: 3 clusters Score -967525.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -967534.187500 Penalty: 4402.419434 Iteration 34Q: 3 clusters Score -967534.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -967540.812500 Penalty: 4402.419434 Iteration 35Q: 3 clusters Score -967540.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -967550.437500 Penalty: 4402.419434 Iteration 36Q: 3 clusters Score -967550.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -967554.125000 Penalty: 4402.419434 Iteration 37Q: 3 clusters Score -967554.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -967563.812500 Penalty: 4402.419434 Iteration 38Q: 3 clusters Score -967563.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -967580.312500 Penalty: 4402.419434 Iteration 39Q: 3 clusters Score -967580.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -967591.000000 Penalty: 4402.419434 Iteration 40F: 3 clusters Score -967591 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -967598.000000 Penalty: 4402.419434 Iteration 41Q: 3 clusters Score -967598 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -967606.062500 Penalty: 4402.419434 Iteration 42Q: 3 clusters Score -967606.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -967612.437500 Penalty: 4402.419434 Iteration 43Q: 3 clusters Score -967612.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -967616.375000 Penalty: 4402.419434 Iteration 44Q: 3 clusters Score -967616.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6318 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -967620.687500 Penalty: 4402.419434 Iteration 45Q: 3 clusters Score -967620.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -967624.875000 Penalty: 4402.419434 Iteration 46Q: 3 clusters Score -967624.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -967628.562500 Penalty: 4402.419434 Iteration 47Q: 3 clusters Score -967628.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -967635.375000 Penalty: 4402.419434 Iteration 48Q: 3 clusters Score -967635.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -967635.812500 Penalty: 4402.419434 Iteration 49Q: 3 clusters Score -967635.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -967637.937500 Penalty: 4402.419434 Iteration 50Q: 3 clusters Score -967637.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -967639.500000 Penalty: 4402.419434 Iteration 51Q: 3 clusters Score -967639.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -967643.437500 Penalty: 4402.419434 Iteration 52Q: 3 clusters Score -967643.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -967645.437500 Penalty: 4402.419434 Iteration 53Q: 3 clusters Score -967645.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -967646.875000 Penalty: 4402.419434 Iteration 54Q: 3 clusters Score -967646.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -967649.437500 Penalty: 4402.419434 Iteration 55Q: 3 clusters Score -967649.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -967649.375000 Penalty: 4402.419434 Iteration 56Q: 3 clusters Score -967649.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -967649.375000 Penalty: 4402.419434 Iteration 57F: 3 clusters Score -967649.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (23516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23516 members Entering Unmasked Estep Score: -3665309.500000 Penalty: 2496.228271 Iteration 0F: 2 clusters Score -3665310 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11796 members Mstep: Class 2 contains 11720 members Entering Unmasked Estep Score: -3649079.000000 Penalty: 4992.456543 Iteration 0F: 3 clusters Score -3649079 nChanged 10444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11612 members Mstep: Class 2 contains 11904 members Entering Unmasked Estep Score: -3654670.500000 Penalty: 4992.456543 Iteration 1F: 3 clusters Score -3654670 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11274 members Mstep: Class 2 contains 12242 members Entering Unmasked Estep Score: -3655321.750000 Penalty: 4992.456543 Iteration 2F: 3 clusters Score -3655322 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10794 members Mstep: Class 2 contains 12722 members Entering Unmasked Estep Score: -3656140.250000 Penalty: 4992.456543 Iteration 3F: 3 clusters Score -3656140 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10204 members Mstep: Class 2 contains 13312 members Entering Unmasked Estep Score: -3657215.500000 Penalty: 4992.456543 Iteration 4F: 3 clusters Score -3657216 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 13854 members Entering Unmasked Estep Score: -3658358.000000 Penalty: 4992.456543 Iteration 5F: 3 clusters Score -3658358 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9251 members Mstep: Class 2 contains 14265 members Entering Unmasked Estep Score: -3659253.500000 Penalty: 4992.456543 Iteration 6F: 3 clusters Score -3659254 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8999 members Mstep: Class 2 contains 14517 members Entering Unmasked Estep Score: -3659908.250000 Penalty: 4992.456543 Iteration 7F: 3 clusters Score -3659908 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8890 members Mstep: Class 2 contains 14626 members Entering Unmasked Estep Score: -3660357.750000 Penalty: 4992.456543 Iteration 8Q: 3 clusters Score -3660358 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 14621 members Entering Unmasked Estep Score: -3660637.750000 Penalty: 4992.456543 Iteration 9Q: 3 clusters Score -3660638 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 14578 members Entering Unmasked Estep Score: -3660776.750000 Penalty: 4992.456543 Iteration 10Q: 3 clusters Score -3660777 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9034 members Mstep: Class 2 contains 14482 members Entering Unmasked Estep Score: -3660894.250000 Penalty: 4992.456543 Iteration 11Q: 3 clusters Score -3660894 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9158 members Mstep: Class 2 contains 14358 members Entering Unmasked Estep Score: -3660975.000000 Penalty: 4992.456543 Iteration 12Q: 3 clusters Score -3660975 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9278 members Mstep: Class 2 contains 14238 members Entering Unmasked Estep Score: -3661024.000000 Penalty: 4992.456543 Iteration 13Q: 3 clusters Score -3661024 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9421 members Mstep: Class 2 contains 14095 members Entering Unmasked Estep Score: -3661065.750000 Penalty: 4992.456543 Iteration 14Q: 3 clusters Score -3661066 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9560 members Mstep: Class 2 contains 13956 members Entering Unmasked Estep Score: -3661106.750000 Penalty: 4992.456543 Iteration 15Q: 3 clusters Score -3661107 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9706 members Mstep: Class 2 contains 13810 members Entering Unmasked Estep Score: -3661132.000000 Penalty: 4992.456543 Iteration 16Q: 3 clusters Score -3661132 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9852 members Mstep: Class 2 contains 13664 members Entering Unmasked Estep Score: -3661151.500000 Penalty: 4992.456543 Iteration 17Q: 3 clusters Score -3661152 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9990 members Mstep: Class 2 contains 13526 members Entering Unmasked Estep Score: -3661176.750000 Penalty: 4992.456543 Iteration 18Q: 3 clusters Score -3661177 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10114 members Mstep: Class 2 contains 13402 members Entering Unmasked Estep Score: -3661185.250000 Penalty: 4992.456543 Iteration 19Q: 3 clusters Score -3661185 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10219 members Mstep: Class 2 contains 13297 members Entering Unmasked Estep Score: -3661201.750000 Penalty: 4992.456543 Iteration 20F: 3 clusters Score -3661202 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10330 members Mstep: Class 2 contains 13186 members Entering Unmasked Estep Score: -3661238.000000 Penalty: 4992.456543 Iteration 21Q: 3 clusters Score -3661238 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10448 members Mstep: Class 2 contains 13068 members Entering Unmasked Estep Score: -3661249.000000 Penalty: 4992.456543 Iteration 22Q: 3 clusters Score -3661249 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10564 members Mstep: Class 2 contains 12952 members Entering Unmasked Estep Score: -3661258.750000 Penalty: 4992.456543 Iteration 23Q: 3 clusters Score -3661259 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10660 members Mstep: Class 2 contains 12856 members Entering Unmasked Estep Score: -3661267.250000 Penalty: 4992.456543 Iteration 24Q: 3 clusters Score -3661267 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10753 members Mstep: Class 2 contains 12763 members Entering Unmasked Estep Score: -3661277.250000 Penalty: 4992.456543 Iteration 25Q: 3 clusters Score -3661277 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10845 members Mstep: Class 2 contains 12671 members Entering Unmasked Estep Score: -3661283.250000 Penalty: 4992.456543 Iteration 26Q: 3 clusters Score -3661283 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10947 members Mstep: Class 2 contains 12569 members Entering Unmasked Estep Score: -3661297.000000 Penalty: 4992.456543 Iteration 27Q: 3 clusters Score -3661297 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11063 members Mstep: Class 2 contains 12453 members Entering Unmasked Estep Score: -3661304.250000 Penalty: 4992.456543 Iteration 28Q: 3 clusters Score -3661304 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Mstep: Class 2 contains 12319 members Entering Unmasked Estep Score: -3661328.750000 Penalty: 4992.456543 Iteration 29Q: 3 clusters Score -3661329 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11359 members Mstep: Class 2 contains 12157 members Entering Unmasked Estep Score: -3661341.500000 Penalty: 4992.456543 Iteration 30Q: 3 clusters Score -3661342 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11539 members Mstep: Class 2 contains 11977 members Entering Unmasked Estep Score: -3661380.250000 Penalty: 4992.456543 Iteration 31Q: 3 clusters Score -3661380 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11741 members Mstep: Class 2 contains 11775 members Entering Unmasked Estep Score: -3661421.750000 Penalty: 4992.456543 Iteration 32Q: 3 clusters Score -3661422 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11950 members Mstep: Class 2 contains 11566 members Entering Unmasked Estep Score: -3661466.250000 Penalty: 4992.456543 Iteration 33Q: 3 clusters Score -3661466 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12154 members Mstep: Class 2 contains 11362 members Entering Unmasked Estep Score: -3661496.500000 Penalty: 4992.456543 Iteration 34Q: 3 clusters Score -3661496 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12349 members Mstep: Class 2 contains 11167 members Entering Unmasked Estep Score: -3661523.750000 Penalty: 4992.456543 Iteration 35Q: 3 clusters Score -3661524 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12589 members Mstep: Class 2 contains 10927 members Entering Unmasked Estep Score: -3661564.500000 Penalty: 4992.456543 Iteration 36Q: 3 clusters Score -3661564 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12827 members Mstep: Class 2 contains 10689 members Entering Unmasked Estep Score: -3661616.500000 Penalty: 4992.456543 Iteration 37Q: 3 clusters Score -3661616 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13098 members Mstep: Class 2 contains 10418 members Entering Unmasked Estep Score: -3661691.500000 Penalty: 4992.456543 Iteration 38Q: 3 clusters Score -3661692 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13403 members Mstep: Class 2 contains 10113 members Entering Unmasked Estep Score: -3661744.250000 Penalty: 4992.456543 Iteration 39Q: 3 clusters Score -3661744 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13709 members Mstep: Class 2 contains 9807 members Entering Unmasked Estep Score: -3661806.250000 Penalty: 4992.456543 Iteration 40F: 3 clusters Score -3661806 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14022 members Mstep: Class 2 contains 9494 members Entering Unmasked Estep Score: -3661881.250000 Penalty: 4992.456543 Iteration 41Q: 3 clusters Score -3661881 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14343 members Mstep: Class 2 contains 9173 members Entering Unmasked Estep Score: -3661967.000000 Penalty: 4992.456543 Iteration 42Q: 3 clusters Score -3661967 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14693 members Mstep: Class 2 contains 8823 members Entering Unmasked Estep Score: -3662038.000000 Penalty: 4992.456543 Iteration 43Q: 3 clusters Score -3662038 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15032 members Mstep: Class 2 contains 8484 members Entering Unmasked Estep Score: -3662125.750000 Penalty: 4992.456543 Iteration 44Q: 3 clusters Score -3662126 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15391 members Mstep: Class 2 contains 8125 members Entering Unmasked Estep Score: -3662213.000000 Penalty: 4992.456543 Iteration 45Q: 3 clusters Score -3662213 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15766 members Mstep: Class 2 contains 7750 members Entering Unmasked Estep Score: -3662303.500000 Penalty: 4992.456543 Iteration 46Q: 3 clusters Score -3662304 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16156 members Mstep: Class 2 contains 7360 members Entering Unmasked Estep Score: -3662412.250000 Penalty: 4992.456543 Iteration 47Q: 3 clusters Score -3662412 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16523 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -3662497.000000 Penalty: 4992.456543 Iteration 48Q: 3 clusters Score -3662497 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16833 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -3662587.500000 Penalty: 4992.456543 Iteration 49Q: 3 clusters Score -3662588 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17134 members Mstep: Class 2 contains 6382 members Entering Unmasked Estep Score: -3662655.500000 Penalty: 4992.456543 Iteration 50Q: 3 clusters Score -3662656 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17437 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -3662711.500000 Penalty: 4992.456543 Iteration 51Q: 3 clusters Score -3662712 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17724 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -3662807.000000 Penalty: 4992.456543 Iteration 52Q: 3 clusters Score -3662807 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17997 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -3662884.000000 Penalty: 4992.456543 Iteration 53Q: 3 clusters Score -3662884 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18263 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -3662954.750000 Penalty: 4992.456543 Iteration 54Q: 3 clusters Score -3662955 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18526 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -3663032.250000 Penalty: 4992.456543 Iteration 55Q: 3 clusters Score -3663032 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18806 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -3663107.250000 Penalty: 4992.456543 Iteration 56Q: 3 clusters Score -3663107 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19052 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -3663170.500000 Penalty: 4992.456543 Iteration 57Q: 3 clusters Score -3663170 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19255 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -3663227.500000 Penalty: 4992.456543 Iteration 58Q: 3 clusters Score -3663228 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19439 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -3663270.250000 Penalty: 4992.456543 Iteration 59Q: 3 clusters Score -3663270 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19583 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -3663306.750000 Penalty: 4992.456543 Iteration 60F: 3 clusters Score -3663307 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19715 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -3663340.000000 Penalty: 4992.456543 Iteration 61Q: 3 clusters Score -3663340 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19840 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -3663373.000000 Penalty: 4992.456543 Iteration 62Q: 3 clusters Score -3663373 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19945 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -3663395.750000 Penalty: 4992.456543 Iteration 63Q: 3 clusters Score -3663396 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20034 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -3663410.000000 Penalty: 4992.456543 Iteration 64Q: 3 clusters Score -3663410 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20108 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -3663417.750000 Penalty: 4992.456543 Iteration 65Q: 3 clusters Score -3663418 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20179 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -3663446.000000 Penalty: 4992.456543 Iteration 66Q: 3 clusters Score -3663446 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20250 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -3663457.750000 Penalty: 4992.456543 Iteration 67Q: 3 clusters Score -3663458 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20315 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -3663473.000000 Penalty: 4992.456543 Iteration 68Q: 3 clusters Score -3663473 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20383 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -3663491.500000 Penalty: 4992.456543 Iteration 69Q: 3 clusters Score -3663492 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20448 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -3663509.000000 Penalty: 4992.456543 Iteration 70Q: 3 clusters Score -3663509 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20494 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -3663514.250000 Penalty: 4992.456543 Iteration 71Q: 3 clusters Score -3663514 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20533 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -3663525.250000 Penalty: 4992.456543 Iteration 72Q: 3 clusters Score -3663525 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20568 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -3663533.250000 Penalty: 4992.456543 Iteration 73Q: 3 clusters Score -3663533 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20595 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -3663539.250000 Penalty: 4992.456543 Iteration 74Q: 3 clusters Score -3663539 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20638 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -3663555.250000 Penalty: 4992.456543 Iteration 75Q: 3 clusters Score -3663555 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20675 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -3663565.500000 Penalty: 4992.456543 Iteration 76Q: 3 clusters Score -3663566 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20705 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -3663572.000000 Penalty: 4992.456543 Iteration 77Q: 3 clusters Score -3663572 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20728 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -3663573.750000 Penalty: 4992.456543 Iteration 78Q: 3 clusters Score -3663574 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20756 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -3663576.750000 Penalty: 4992.456543 Iteration 79Q: 3 clusters Score -3663577 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20781 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -3663588.750000 Penalty: 4992.456543 Iteration 80F: 3 clusters Score -3663589 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20803 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -3663591.750000 Penalty: 4992.456543 Iteration 81Q: 3 clusters Score -3663592 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20825 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -3663590.500000 Penalty: 4992.456543 Iteration 82Q: 3 clusters Score -3663590 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20843 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -3663592.750000 Penalty: 4992.456543 Iteration 83Q: 3 clusters Score -3663593 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20862 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -3663600.750000 Penalty: 4992.456543 Iteration 84Q: 3 clusters Score -3663601 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20878 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -3663595.750000 Penalty: 4992.456543 Iteration 85Q: 3 clusters Score -3663596 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20889 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -3663601.000000 Penalty: 4992.456543 Iteration 86Q: 3 clusters Score -3663601 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20903 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -3663602.750000 Penalty: 4992.456543 Iteration 87Q: 3 clusters Score -3663603 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20918 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -3663612.500000 Penalty: 4992.456543 Iteration 88Q: 3 clusters Score -3663612 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20928 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -3663617.750000 Penalty: 4992.456543 Iteration 89Q: 3 clusters Score -3663618 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20936 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -3663621.750000 Penalty: 4992.456543 Iteration 90Q: 3 clusters Score -3663622 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20941 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -3663625.750000 Penalty: 4992.456543 Iteration 91Q: 3 clusters Score -3663626 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20946 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -3663624.500000 Penalty: 4992.456543 Iteration 92Q: 3 clusters Score -3663624 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20956 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -3663622.750000 Penalty: 4992.456543 Iteration 93Q: 3 clusters Score -3663623 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20968 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -3663622.750000 Penalty: 4992.456543 Iteration 94Q: 3 clusters Score -3663623 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20985 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -3663628.000000 Penalty: 4992.456543 Iteration 95Q: 3 clusters Score -3663628 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21002 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -3663632.500000 Penalty: 4992.456543 Iteration 96Q: 3 clusters Score -3663632 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21013 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -3663629.000000 Penalty: 4992.456543 Iteration 97Q: 3 clusters Score -3663629 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21026 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -3663636.000000 Penalty: 4992.456543 Iteration 98Q: 3 clusters Score -3663636 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21038 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -3663645.250000 Penalty: 4992.456543 Iteration 99Q: 3 clusters Score -3663645 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21049 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -3663645.500000 Penalty: 4992.456543 Iteration 100F: 3 clusters Score -3663646 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21058 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -3663640.750000 Penalty: 4992.456543 Iteration 101Q: 3 clusters Score -3663641 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21066 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -3663640.500000 Penalty: 4992.456543 Iteration 102Q: 3 clusters Score -3663640 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21073 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -3663638.750000 Penalty: 4992.456543 Iteration 103Q: 3 clusters Score -3663639 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21077 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -3663640.000000 Penalty: 4992.456543 Iteration 104Q: 3 clusters Score -3663640 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21079 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -3663643.000000 Penalty: 4992.456543 Iteration 105Q: 3 clusters Score -3663643 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21079 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -3663643.000000 Penalty: 4992.456543 Iteration 106F: 3 clusters Score -3663643 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (27260 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27260 members Entering Unmasked Estep Score: -4204162.500000 Penalty: 2532.867676 Iteration 0F: 2 clusters Score -4204162 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13586 members Mstep: Class 2 contains 13674 members Entering Unmasked Estep Score: -4185274.500000 Penalty: 5065.735352 Iteration 0F: 3 clusters Score -4185274 nChanged 12388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13100 members Mstep: Class 2 contains 14160 members Entering Unmasked Estep Score: -4192066.750000 Penalty: 5065.735352 Iteration 1F: 3 clusters Score -4192067 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12745 members Mstep: Class 2 contains 14515 members Entering Unmasked Estep Score: -4192820.500000 Penalty: 5065.735352 Iteration 2F: 3 clusters Score -4192820 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12247 members Mstep: Class 2 contains 15013 members Entering Unmasked Estep Score: -4193666.500000 Penalty: 5065.735352 Iteration 3F: 3 clusters Score -4193666 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11622 members Mstep: Class 2 contains 15638 members Entering Unmasked Estep Score: -4194666.000000 Penalty: 5065.735352 Iteration 4F: 3 clusters Score -4194666 nChanged 1748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10908 members Mstep: Class 2 contains 16352 members Entering Unmasked Estep Score: -4195768.000000 Penalty: 5065.735352 Iteration 5F: 3 clusters Score -4195768 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10220 members Mstep: Class 2 contains 17040 members Entering Unmasked Estep Score: -4196813.500000 Penalty: 5065.735352 Iteration 6F: 3 clusters Score -4196814 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9573 members Mstep: Class 2 contains 17687 members Entering Unmasked Estep Score: -4197699.500000 Penalty: 5065.735352 Iteration 7F: 3 clusters Score -4197700 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8927 members Mstep: Class 2 contains 18333 members Entering Unmasked Estep Score: -4198522.000000 Penalty: 5065.735352 Iteration 8Q: 3 clusters Score -4198522 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8209 members Mstep: Class 2 contains 19051 members Entering Unmasked Estep Score: -4199265.000000 Penalty: 5065.735352 Iteration 9Q: 3 clusters Score -4199265 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 19782 members Entering Unmasked Estep Score: -4200123.000000 Penalty: 5065.735352 Iteration 10Q: 3 clusters Score -4200123 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 20574 members Entering Unmasked Estep Score: -4201129.000000 Penalty: 5065.735352 Iteration 11Q: 3 clusters Score -4201129 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5991 members Mstep: Class 2 contains 21269 members Entering Unmasked Estep Score: -4202097.000000 Penalty: 5065.735352 Iteration 12Q: 3 clusters Score -4202097 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 21865 members Entering Unmasked Estep Score: -4202782.500000 Penalty: 5065.735352 Iteration 13Q: 3 clusters Score -4202782 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 22355 members Entering Unmasked Estep Score: -4203276.500000 Penalty: 5065.735352 Iteration 14Q: 3 clusters Score -4203276 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 22679 members Entering Unmasked Estep Score: -4203577.500000 Penalty: 5065.735352 Iteration 15Q: 3 clusters Score -4203578 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 22911 members Entering Unmasked Estep Score: -4203757.000000 Penalty: 5065.735352 Iteration 16Q: 3 clusters Score -4203757 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 23074 members Entering Unmasked Estep Score: -4203839.500000 Penalty: 5065.735352 Iteration 17Q: 3 clusters Score -4203840 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 23197 members Entering Unmasked Estep Score: -4203869.500000 Penalty: 5065.735352 Iteration 18Q: 3 clusters Score -4203870 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 23280 members Entering Unmasked Estep Score: -4203882.000000 Penalty: 5065.735352 Iteration 19Q: 3 clusters Score -4203882 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 23326 members Entering Unmasked Estep Score: -4203884.500000 Penalty: 5065.735352 Iteration 20F: 3 clusters Score -4203884 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 23358 members Entering Unmasked Estep Score: -4203885.500000 Penalty: 5065.735352 Iteration 21Q: 3 clusters Score -4203886 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 23375 members Entering Unmasked Estep Score: -4203886.000000 Penalty: 5065.735352 Iteration 22Q: 3 clusters Score -4203886 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 23386 members Entering Unmasked Estep Score: -4203892.500000 Penalty: 5065.735352 Iteration 23Q: 3 clusters Score -4203892 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 23397 members Entering Unmasked Estep Score: -4203893.500000 Penalty: 5065.735352 Iteration 24Q: 3 clusters Score -4203894 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 23404 members Entering Unmasked Estep Score: -4203895.000000 Penalty: 5065.735352 Iteration 25Q: 3 clusters Score -4203895 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 23412 members Entering Unmasked Estep Score: -4203894.000000 Penalty: 5065.735352 Iteration 26Q: 3 clusters Score -4203894 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 23416 members Entering Unmasked Estep Score: -4203894.500000 Penalty: 5065.735352 Iteration 27Q: 3 clusters Score -4203894 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 23418 members Entering Unmasked Estep Score: -4203896.500000 Penalty: 5065.735352 Iteration 28Q: 3 clusters Score -4203896 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 23418 members Entering Unmasked Estep Score: -4203896.500000 Penalty: 5065.735352 Iteration 29F: 3 clusters Score -4203896 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (79864 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79864 members Entering Unmasked Estep Score: -11704045.000000 Penalty: 2799.443848 Iteration 0F: 2 clusters Score -1.170404e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40047 members Mstep: Class 2 contains 39817 members Entering Unmasked Estep Score: -11650819.000000 Penalty: 5598.887695 Iteration 0F: 3 clusters Score -1.165082e+07 nChanged 37296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41709 members Mstep: Class 2 contains 38155 members Entering Unmasked Estep Score: -11672811.000000 Penalty: 5598.887695 Iteration 1F: 3 clusters Score -1.167281e+07 nChanged 4021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42914 members Mstep: Class 2 contains 36950 members Entering Unmasked Estep Score: -11674576.000000 Penalty: 5598.887695 Iteration 2F: 3 clusters Score -1.167458e+07 nChanged 4536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44764 members Mstep: Class 2 contains 35100 members Entering Unmasked Estep Score: -11676752.000000 Penalty: 5598.887695 Iteration 3F: 3 clusters Score -1.167675e+07 nChanged 4929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47413 members Mstep: Class 2 contains 32451 members Entering Unmasked Estep Score: -11679468.000000 Penalty: 5598.887695 Iteration 4F: 3 clusters Score -1.167947e+07 nChanged 5185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50822 members Mstep: Class 2 contains 29042 members Entering Unmasked Estep Score: -11682876.000000 Penalty: 5598.887695 Iteration 5F: 3 clusters Score -1.168288e+07 nChanged 5122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54596 members Mstep: Class 2 contains 25268 members Entering Unmasked Estep Score: -11686671.000000 Penalty: 5598.887695 Iteration 6F: 3 clusters Score -1.168667e+07 nChanged 4737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58325 members Mstep: Class 2 contains 21539 members Entering Unmasked Estep Score: -11690359.000000 Penalty: 5598.887695 Iteration 7F: 3 clusters Score -1.169036e+07 nChanged 3953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61586 members Mstep: Class 2 contains 18278 members Entering Unmasked Estep Score: -11693366.000000 Penalty: 5598.887695 Iteration 8Q: 3 clusters Score -1.169337e+07 nChanged 3084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64306 members Mstep: Class 2 contains 15558 members Entering Unmasked Estep Score: -11695547.000000 Penalty: 5598.887695 Iteration 9Q: 3 clusters Score -1.169555e+07 nChanged 2344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66522 members Mstep: Class 2 contains 13342 members Entering Unmasked Estep Score: -11696964.000000 Penalty: 5598.887695 Iteration 10Q: 3 clusters Score -1.169696e+07 nChanged 2012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68500 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -11698011.000000 Penalty: 5598.887695 Iteration 11Q: 3 clusters Score -1.169801e+07 nChanged 1820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70312 members Mstep: Class 2 contains 9552 members Entering Unmasked Estep Score: -11699062.000000 Penalty: 5598.887695 Iteration 12Q: 3 clusters Score -1.169906e+07 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71844 members Mstep: Class 2 contains 8020 members Entering Unmasked Estep Score: -11699981.000000 Penalty: 5598.887695 Iteration 13Q: 3 clusters Score -1.169998e+07 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73144 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -11700820.000000 Penalty: 5598.887695 Iteration 14Q: 3 clusters Score -1.170082e+07 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74203 members Mstep: Class 2 contains 5661 members Entering Unmasked Estep Score: -11701469.000000 Penalty: 5598.887695 Iteration 15Q: 3 clusters Score -1.170147e+07 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75030 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -11701941.000000 Penalty: 5598.887695 Iteration 16Q: 3 clusters Score -1.170194e+07 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75630 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -11702243.000000 Penalty: 5598.887695 Iteration 17Q: 3 clusters Score -1.170224e+07 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76065 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -11702438.000000 Penalty: 5598.887695 Iteration 18Q: 3 clusters Score -1.170244e+07 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76389 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -11702535.000000 Penalty: 5598.887695 Iteration 19Q: 3 clusters Score -1.170254e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76643 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -11702677.000000 Penalty: 5598.887695 Iteration 20F: 3 clusters Score -1.170268e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76847 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -11702790.000000 Penalty: 5598.887695 Iteration 21Q: 3 clusters Score -1.170279e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76999 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -11702850.000000 Penalty: 5598.887695 Iteration 22Q: 3 clusters Score -1.170285e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77117 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -11702876.000000 Penalty: 5598.887695 Iteration 23Q: 3 clusters Score -1.170288e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77212 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -11702911.000000 Penalty: 5598.887695 Iteration 24Q: 3 clusters Score -1.170291e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77279 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -11702943.000000 Penalty: 5598.887695 Iteration 25Q: 3 clusters Score -1.170294e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77340 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -11702961.000000 Penalty: 5598.887695 Iteration 26Q: 3 clusters Score -1.170296e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77397 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -11702980.000000 Penalty: 5598.887695 Iteration 27Q: 3 clusters Score -1.170298e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77441 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -11702984.000000 Penalty: 5598.887695 Iteration 28Q: 3 clusters Score -1.170298e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77478 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -11703005.000000 Penalty: 5598.887695 Iteration 29Q: 3 clusters Score -1.1703e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77503 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -11702992.000000 Penalty: 5598.887695 Iteration 30Q: 3 clusters Score -1.170299e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77537 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -11703008.000000 Penalty: 5598.887695 Iteration 31Q: 3 clusters Score -1.170301e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77567 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -11703019.000000 Penalty: 5598.887695 Iteration 32Q: 3 clusters Score -1.170302e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77589 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -11703012.000000 Penalty: 5598.887695 Iteration 33Q: 3 clusters Score -1.170301e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77610 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -11703000.000000 Penalty: 5598.887695 Iteration 34Q: 3 clusters Score -1.1703e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77626 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -11703021.000000 Penalty: 5598.887695 Iteration 35Q: 3 clusters Score -1.170302e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77640 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -11703024.000000 Penalty: 5598.887695 Iteration 36Q: 3 clusters Score -1.170302e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77662 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -11703020.000000 Penalty: 5598.887695 Iteration 37Q: 3 clusters Score -1.170302e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77688 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -11703037.000000 Penalty: 5598.887695 Iteration 38Q: 3 clusters Score -1.170304e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77705 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -11703031.000000 Penalty: 5598.887695 Iteration 39Q: 3 clusters Score -1.170303e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77721 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -11703047.000000 Penalty: 5598.887695 Iteration 40F: 3 clusters Score -1.170305e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77731 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -11703043.000000 Penalty: 5598.887695 Iteration 41Q: 3 clusters Score -1.170304e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77734 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -11703036.000000 Penalty: 5598.887695 Iteration 42Q: 3 clusters Score -1.170304e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77737 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -11703033.000000 Penalty: 5598.887695 Iteration 43Q: 3 clusters Score -1.170303e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77738 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -11703034.000000 Penalty: 5598.887695 Iteration 44Q: 3 clusters Score -1.170303e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77741 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -11703036.000000 Penalty: 5598.887695 Iteration 45Q: 3 clusters Score -1.170304e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77744 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -11703039.000000 Penalty: 5598.887695 Iteration 46Q: 3 clusters Score -1.170304e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77745 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -11703035.000000 Penalty: 5598.887695 Iteration 47Q: 3 clusters Score -1.170304e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77746 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -11703036.000000 Penalty: 5598.887695 Iteration 48Q: 3 clusters Score -1.170304e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77747 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -11703035.000000 Penalty: 5598.887695 Iteration 49Q: 3 clusters Score -1.170304e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77747 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -11703039.000000 Penalty: 5598.887695 Iteration 50Q: 3 clusters Score -1.170304e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77746 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -11703041.000000 Penalty: 5598.887695 Iteration 51Q: 3 clusters Score -1.170304e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77745 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -11703036.000000 Penalty: 5598.887695 Iteration 52Q: 3 clusters Score -1.170304e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77744 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -11703024.000000 Penalty: 5598.887695 Iteration 53Q: 3 clusters Score -1.170302e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77745 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -11703031.000000 Penalty: 5598.887695 Iteration 54Q: 3 clusters Score -1.170303e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77746 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -11703041.000000 Penalty: 5598.887695 Iteration 55Q: 3 clusters Score -1.170304e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77748 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -11703045.000000 Penalty: 5598.887695 Iteration 56Q: 3 clusters Score -1.170304e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77749 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -11703039.000000 Penalty: 5598.887695 Iteration 57Q: 3 clusters Score -1.170304e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77749 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -11703039.000000 Penalty: 5598.887695 Iteration 58F: 3 clusters Score -1.170304e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7942 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Entering Unmasked Estep Score: -1229398.125000 Penalty: 2227.020264 Iteration 0F: 2 clusters Score -1229398 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -1222974.000000 Penalty: 4454.040527 Iteration 0F: 3 clusters Score -1222974 nChanged 3192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -1224640.375000 Penalty: 4454.040527 Iteration 1F: 3 clusters Score -1224640 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -1224873.875000 Penalty: 4454.040527 Iteration 2F: 3 clusters Score -1224874 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1225040.250000 Penalty: 4454.040527 Iteration 3Q: 3 clusters Score -1225040 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -1225158.750000 Penalty: 4454.040527 Iteration 4Q: 3 clusters Score -1225159 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -1225255.500000 Penalty: 4454.040527 Iteration 5Q: 3 clusters Score -1225256 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -1225328.000000 Penalty: 4454.040527 Iteration 6Q: 3 clusters Score -1225328 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -1225384.625000 Penalty: 4454.040527 Iteration 7Q: 3 clusters Score -1225385 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -1225431.375000 Penalty: 4454.040527 Iteration 8Q: 3 clusters Score -1225431 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1225468.375000 Penalty: 4454.040527 Iteration 9Q: 3 clusters Score -1225468 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -1225505.625000 Penalty: 4454.040527 Iteration 10Q: 3 clusters Score -1225506 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -1225538.250000 Penalty: 4454.040527 Iteration 11Q: 3 clusters Score -1225538 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -1225557.750000 Penalty: 4454.040527 Iteration 12Q: 3 clusters Score -1225558 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -1225584.750000 Penalty: 4454.040527 Iteration 13Q: 3 clusters Score -1225585 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -1225604.875000 Penalty: 4454.040527 Iteration 14Q: 3 clusters Score -1225605 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1225622.125000 Penalty: 4454.040527 Iteration 15Q: 3 clusters Score -1225622 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -1225644.250000 Penalty: 4454.040527 Iteration 16Q: 3 clusters Score -1225644 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -1225663.875000 Penalty: 4454.040527 Iteration 17Q: 3 clusters Score -1225664 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -1225691.250000 Penalty: 4454.040527 Iteration 18Q: 3 clusters Score -1225691 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -1225720.375000 Penalty: 4454.040527 Iteration 19Q: 3 clusters Score -1225720 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -1225763.750000 Penalty: 4454.040527 Iteration 20F: 3 clusters Score -1225764 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -1225802.000000 Penalty: 4454.040527 Iteration 21Q: 3 clusters Score -1225802 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -1225837.500000 Penalty: 4454.040527 Iteration 22Q: 3 clusters Score -1225838 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -1225871.750000 Penalty: 4454.040527 Iteration 23Q: 3 clusters Score -1225872 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -1225903.125000 Penalty: 4454.040527 Iteration 24Q: 3 clusters Score -1225903 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -1225944.000000 Penalty: 4454.040527 Iteration 25Q: 3 clusters Score -1225944 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -1225991.875000 Penalty: 4454.040527 Iteration 26Q: 3 clusters Score -1225992 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -1226045.250000 Penalty: 4454.040527 Iteration 27Q: 3 clusters Score -1226045 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -1226104.750000 Penalty: 4454.040527 Iteration 28Q: 3 clusters Score -1226105 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -1226175.125000 Penalty: 4454.040527 Iteration 29Q: 3 clusters Score -1226175 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -1226261.125000 Penalty: 4454.040527 Iteration 30Q: 3 clusters Score -1226261 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -1226365.875000 Penalty: 4454.040527 Iteration 31Q: 3 clusters Score -1226366 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5206 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -1226484.000000 Penalty: 4454.040527 Iteration 32Q: 3 clusters Score -1226484 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -1226599.625000 Penalty: 4454.040527 Iteration 33Q: 3 clusters Score -1226600 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -1226709.000000 Penalty: 4454.040527 Iteration 34Q: 3 clusters Score -1226709 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5496 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -1226821.375000 Penalty: 4454.040527 Iteration 35Q: 3 clusters Score -1226821 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -1226902.375000 Penalty: 4454.040527 Iteration 36Q: 3 clusters Score -1226902 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -1226991.375000 Penalty: 4454.040527 Iteration 37Q: 3 clusters Score -1226991 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -1227057.000000 Penalty: 4454.040527 Iteration 38Q: 3 clusters Score -1227057 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -1227117.750000 Penalty: 4454.040527 Iteration 39Q: 3 clusters Score -1227118 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -1227177.000000 Penalty: 4454.040527 Iteration 40F: 3 clusters Score -1227177 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -1227228.250000 Penalty: 4454.040527 Iteration 41Q: 3 clusters Score -1227228 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6032 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -1227275.000000 Penalty: 4454.040527 Iteration 42Q: 3 clusters Score -1227275 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -1227307.625000 Penalty: 4454.040527 Iteration 43Q: 3 clusters Score -1227308 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6140 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -1227345.375000 Penalty: 4454.040527 Iteration 44Q: 3 clusters Score -1227345 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6179 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -1227375.625000 Penalty: 4454.040527 Iteration 45Q: 3 clusters Score -1227376 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -1227401.750000 Penalty: 4454.040527 Iteration 46Q: 3 clusters Score -1227402 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6235 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -1227418.750000 Penalty: 4454.040527 Iteration 47Q: 3 clusters Score -1227419 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -1227437.750000 Penalty: 4454.040527 Iteration 48Q: 3 clusters Score -1227438 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6279 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -1227447.500000 Penalty: 4454.040527 Iteration 49Q: 3 clusters Score -1227448 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -1227467.750000 Penalty: 4454.040527 Iteration 50Q: 3 clusters Score -1227468 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -1227484.500000 Penalty: 4454.040527 Iteration 51Q: 3 clusters Score -1227484 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -1227496.500000 Penalty: 4454.040527 Iteration 52Q: 3 clusters Score -1227496 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -1227500.750000 Penalty: 4454.040527 Iteration 53Q: 3 clusters Score -1227501 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -1227501.125000 Penalty: 4454.040527 Iteration 54Q: 3 clusters Score -1227501 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -1227500.625000 Penalty: 4454.040527 Iteration 55Q: 3 clusters Score -1227501 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -1227500.125000 Penalty: 4454.040527 Iteration 56Q: 3 clusters Score -1227500 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -1227501.125000 Penalty: 4454.040527 Iteration 57Q: 3 clusters Score -1227501 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -1227503.625000 Penalty: 4454.040527 Iteration 58Q: 3 clusters Score -1227504 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -1227504.125000 Penalty: 4454.040527 Iteration 59Q: 3 clusters Score -1227504 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6378 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -1227503.500000 Penalty: 4454.040527 Iteration 60F: 3 clusters Score -1227504 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (694 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Entering Unmasked Estep Score: -101006.585938 Penalty: 1622.533081 Iteration 0F: 2 clusters Score -101006.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -99346.867188 Penalty: 3245.066162 Iteration 0F: 3 clusters Score -99346.87 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -99597.867188 Penalty: 3245.066162 Iteration 1F: 3 clusters Score -99597.87 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -99660.695312 Penalty: 3245.066162 Iteration 2F: 3 clusters Score -99660.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -99697.601562 Penalty: 3245.066162 Iteration 3Q: 3 clusters Score -99697.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -99722.375000 Penalty: 3245.066162 Iteration 4Q: 3 clusters Score -99722.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -99749.164062 Penalty: 3245.066162 Iteration 5Q: 3 clusters Score -99749.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -99761.695312 Penalty: 3245.066162 Iteration 6Q: 3 clusters Score -99761.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -99770.835938 Penalty: 3245.066162 Iteration 7Q: 3 clusters Score -99770.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -99779.664062 Penalty: 3245.066162 Iteration 8Q: 3 clusters Score -99779.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -99787.093750 Penalty: 3245.066162 Iteration 9Q: 3 clusters Score -99787.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -99792.835938 Penalty: 3245.066162 Iteration 10Q: 3 clusters Score -99792.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -99809.382812 Penalty: 3245.066162 Iteration 11Q: 3 clusters Score -99809.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -99816.781250 Penalty: 3245.066162 Iteration 12Q: 3 clusters Score -99816.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -99822.843750 Penalty: 3245.066162 Iteration 13Q: 3 clusters Score -99822.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -99826.820312 Penalty: 3245.066162 Iteration 14Q: 3 clusters Score -99826.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -99832.195312 Penalty: 3245.066162 Iteration 15Q: 3 clusters Score -99832.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -99837.460938 Penalty: 3245.066162 Iteration 16Q: 3 clusters Score -99837.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -99837.460938 Penalty: 3245.066162 Iteration 17F: 3 clusters Score -99837.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Entering Unmasked Estep Score: -1068606.250000 Penalty: 2195.389893 Iteration 0F: 2 clusters Score -1068606 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -1062886.875000 Penalty: 4390.779785 Iteration 0F: 3 clusters Score -1062887 nChanged 2706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -1064381.375000 Penalty: 4390.779785 Iteration 1F: 3 clusters Score -1064381 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -1064617.500000 Penalty: 4390.779785 Iteration 2F: 3 clusters Score -1064618 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -1064773.250000 Penalty: 4390.779785 Iteration 3Q: 3 clusters Score -1064773 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -1064884.625000 Penalty: 4390.779785 Iteration 4Q: 3 clusters Score -1064885 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -1064967.250000 Penalty: 4390.779785 Iteration 5Q: 3 clusters Score -1064967 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -1065029.500000 Penalty: 4390.779785 Iteration 6Q: 3 clusters Score -1065030 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -1065078.750000 Penalty: 4390.779785 Iteration 7Q: 3 clusters Score -1065079 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -1065115.625000 Penalty: 4390.779785 Iteration 8Q: 3 clusters Score -1065116 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -1065154.125000 Penalty: 4390.779785 Iteration 9Q: 3 clusters Score -1065154 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -1065193.250000 Penalty: 4390.779785 Iteration 10Q: 3 clusters Score -1065193 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -1065232.250000 Penalty: 4390.779785 Iteration 11Q: 3 clusters Score -1065232 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -1065268.750000 Penalty: 4390.779785 Iteration 12Q: 3 clusters Score -1065269 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -1065304.500000 Penalty: 4390.779785 Iteration 13Q: 3 clusters Score -1065304 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -1065340.875000 Penalty: 4390.779785 Iteration 14Q: 3 clusters Score -1065341 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -1065374.750000 Penalty: 4390.779785 Iteration 15Q: 3 clusters Score -1065375 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -1065405.625000 Penalty: 4390.779785 Iteration 16Q: 3 clusters Score -1065406 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -1065430.250000 Penalty: 4390.779785 Iteration 17Q: 3 clusters Score -1065430 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -1065450.875000 Penalty: 4390.779785 Iteration 18Q: 3 clusters Score -1065451 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -1065473.250000 Penalty: 4390.779785 Iteration 19Q: 3 clusters Score -1065473 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -1065507.500000 Penalty: 4390.779785 Iteration 20F: 3 clusters Score -1065508 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -1065536.125000 Penalty: 4390.779785 Iteration 21Q: 3 clusters Score -1065536 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -1065565.000000 Penalty: 4390.779785 Iteration 22Q: 3 clusters Score -1065565 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -1065602.750000 Penalty: 4390.779785 Iteration 23Q: 3 clusters Score -1065603 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -1065640.000000 Penalty: 4390.779785 Iteration 24Q: 3 clusters Score -1065640 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -1065685.875000 Penalty: 4390.779785 Iteration 25Q: 3 clusters Score -1065686 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -1065728.875000 Penalty: 4390.779785 Iteration 26Q: 3 clusters Score -1065729 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -1065784.250000 Penalty: 4390.779785 Iteration 27Q: 3 clusters Score -1065784 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -1065835.750000 Penalty: 4390.779785 Iteration 28Q: 3 clusters Score -1065836 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -1065891.375000 Penalty: 4390.779785 Iteration 29Q: 3 clusters Score -1065891 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -1065940.250000 Penalty: 4390.779785 Iteration 30Q: 3 clusters Score -1065940 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -1065996.750000 Penalty: 4390.779785 Iteration 31Q: 3 clusters Score -1065997 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -1066055.500000 Penalty: 4390.779785 Iteration 32Q: 3 clusters Score -1066056 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -1066136.500000 Penalty: 4390.779785 Iteration 33Q: 3 clusters Score -1066136 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -1066203.875000 Penalty: 4390.779785 Iteration 34Q: 3 clusters Score -1066204 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6003 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1066269.250000 Penalty: 4390.779785 Iteration 35Q: 3 clusters Score -1066269 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6076 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -1066326.875000 Penalty: 4390.779785 Iteration 36Q: 3 clusters Score -1066327 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6135 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -1066367.250000 Penalty: 4390.779785 Iteration 37Q: 3 clusters Score -1066367 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -1066391.000000 Penalty: 4390.779785 Iteration 38Q: 3 clusters Score -1066391 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6209 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -1066413.125000 Penalty: 4390.779785 Iteration 39Q: 3 clusters Score -1066413 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6245 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1066439.500000 Penalty: 4390.779785 Iteration 40F: 3 clusters Score -1066440 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -1066466.625000 Penalty: 4390.779785 Iteration 41Q: 3 clusters Score -1066467 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -1066490.000000 Penalty: 4390.779785 Iteration 42Q: 3 clusters Score -1066490 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6352 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -1066518.250000 Penalty: 4390.779785 Iteration 43Q: 3 clusters Score -1066518 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6386 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -1066547.625000 Penalty: 4390.779785 Iteration 44Q: 3 clusters Score -1066548 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -1066564.750000 Penalty: 4390.779785 Iteration 45Q: 3 clusters Score -1066565 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -1066576.125000 Penalty: 4390.779785 Iteration 46Q: 3 clusters Score -1066576 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -1066590.750000 Penalty: 4390.779785 Iteration 47Q: 3 clusters Score -1066591 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6457 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -1066604.125000 Penalty: 4390.779785 Iteration 48Q: 3 clusters Score -1066604 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -1066617.750000 Penalty: 4390.779785 Iteration 49Q: 3 clusters Score -1066618 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -1066625.625000 Penalty: 4390.779785 Iteration 50Q: 3 clusters Score -1066626 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -1066636.125000 Penalty: 4390.779785 Iteration 51Q: 3 clusters Score -1066636 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -1066642.250000 Penalty: 4390.779785 Iteration 52Q: 3 clusters Score -1066642 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -1066647.375000 Penalty: 4390.779785 Iteration 53Q: 3 clusters Score -1066647 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6508 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -1066648.875000 Penalty: 4390.779785 Iteration 54Q: 3 clusters Score -1066649 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6511 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -1066649.750000 Penalty: 4390.779785 Iteration 55Q: 3 clusters Score -1066650 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6511 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -1066649.750000 Penalty: 4390.779785 Iteration 56F: 3 clusters Score -1066650 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (73578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73578 members Entering Unmasked Estep Score: -11435072.000000 Penalty: 2779.113037 Iteration 0F: 2 clusters Score -1.143507e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36783 members Mstep: Class 2 contains 36795 members Entering Unmasked Estep Score: -11385738.000000 Penalty: 5558.226074 Iteration 0F: 3 clusters Score -1.138574e+07 nChanged 34535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37014 members Mstep: Class 2 contains 36564 members Entering Unmasked Estep Score: -11405251.000000 Penalty: 5558.226074 Iteration 1F: 3 clusters Score -1.140525e+07 nChanged 2544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37162 members Mstep: Class 2 contains 36416 members Entering Unmasked Estep Score: -11405779.000000 Penalty: 5558.226074 Iteration 2Q: 3 clusters Score -1.140578e+07 nChanged 2288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37454 members Mstep: Class 2 contains 36124 members Entering Unmasked Estep Score: -11406248.000000 Penalty: 5558.226074 Iteration 3Q: 3 clusters Score -1.140625e+07 nChanged 2118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37872 members Mstep: Class 2 contains 35706 members Entering Unmasked Estep Score: -11406717.000000 Penalty: 5558.226074 Iteration 4Q: 3 clusters Score -1.140672e+07 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38469 members Mstep: Class 2 contains 35109 members Entering Unmasked Estep Score: -11407250.000000 Penalty: 5558.226074 Iteration 5Q: 3 clusters Score -1.140725e+07 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39312 members Mstep: Class 2 contains 34266 members Entering Unmasked Estep Score: -11407717.000000 Penalty: 5558.226074 Iteration 6Q: 3 clusters Score -1.140772e+07 nChanged 2245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40477 members Mstep: Class 2 contains 33101 members Entering Unmasked Estep Score: -11408358.000000 Penalty: 5558.226074 Iteration 7Q: 3 clusters Score -1.140836e+07 nChanged 2502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42143 members Mstep: Class 2 contains 31435 members Entering Unmasked Estep Score: -11409241.000000 Penalty: 5558.226074 Iteration 8Q: 3 clusters Score -1.140924e+07 nChanged 2897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44390 members Mstep: Class 2 contains 29188 members Entering Unmasked Estep Score: -11410467.000000 Penalty: 5558.226074 Iteration 9Q: 3 clusters Score -1.141047e+07 nChanged 3544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47476 members Mstep: Class 2 contains 26102 members Entering Unmasked Estep Score: -11412440.000000 Penalty: 5558.226074 Iteration 10Q: 3 clusters Score -1.141244e+07 nChanged 4085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51213 members Mstep: Class 2 contains 22365 members Entering Unmasked Estep Score: -11415498.000000 Penalty: 5558.226074 Iteration 11F: 3 clusters Score -1.14155e+07 nChanged 4482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55399 members Mstep: Class 2 contains 18179 members Entering Unmasked Estep Score: -11419385.000000 Penalty: 5558.226074 Iteration 12F: 3 clusters Score -1.141938e+07 nChanged 4147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59158 members Mstep: Class 2 contains 14420 members Entering Unmasked Estep Score: -11423140.000000 Penalty: 5558.226074 Iteration 13F: 3 clusters Score -1.142314e+07 nChanged 3312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62040 members Mstep: Class 2 contains 11538 members Entering Unmasked Estep Score: -11426035.000000 Penalty: 5558.226074 Iteration 14Q: 3 clusters Score -1.142604e+07 nChanged 2459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64115 members Mstep: Class 2 contains 9463 members Entering Unmasked Estep Score: -11427938.000000 Penalty: 5558.226074 Iteration 15Q: 3 clusters Score -1.142794e+07 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65671 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -11429206.000000 Penalty: 5558.226074 Iteration 16Q: 3 clusters Score -1.142921e+07 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66852 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -11430105.000000 Penalty: 5558.226074 Iteration 17Q: 3 clusters Score -1.14301e+07 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67761 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -11430713.000000 Penalty: 5558.226074 Iteration 18Q: 3 clusters Score -1.143071e+07 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68518 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -11431211.000000 Penalty: 5558.226074 Iteration 19Q: 3 clusters Score -1.143121e+07 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69082 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -11431570.000000 Penalty: 5558.226074 Iteration 20F: 3 clusters Score -1.143157e+07 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69506 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -11431769.000000 Penalty: 5558.226074 Iteration 21Q: 3 clusters Score -1.143177e+07 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69850 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -11431942.000000 Penalty: 5558.226074 Iteration 22Q: 3 clusters Score -1.143194e+07 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70175 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -11432058.000000 Penalty: 5558.226074 Iteration 23Q: 3 clusters Score -1.143206e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70437 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -11432163.000000 Penalty: 5558.226074 Iteration 24Q: 3 clusters Score -1.143216e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70658 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -11432279.000000 Penalty: 5558.226074 Iteration 25Q: 3 clusters Score -1.143228e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70844 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -11432362.000000 Penalty: 5558.226074 Iteration 26Q: 3 clusters Score -1.143236e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70999 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -11432408.000000 Penalty: 5558.226074 Iteration 27Q: 3 clusters Score -1.143241e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71145 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -11432442.000000 Penalty: 5558.226074 Iteration 28Q: 3 clusters Score -1.143244e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71264 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -11432488.000000 Penalty: 5558.226074 Iteration 29Q: 3 clusters Score -1.143249e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71380 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -11432552.000000 Penalty: 5558.226074 Iteration 30Q: 3 clusters Score -1.143255e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71476 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -11432574.000000 Penalty: 5558.226074 Iteration 31Q: 3 clusters Score -1.143257e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71573 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -11432614.000000 Penalty: 5558.226074 Iteration 32Q: 3 clusters Score -1.143261e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71655 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -11432627.000000 Penalty: 5558.226074 Iteration 33Q: 3 clusters Score -1.143263e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71733 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -11432656.000000 Penalty: 5558.226074 Iteration 34Q: 3 clusters Score -1.143266e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71802 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -11432696.000000 Penalty: 5558.226074 Iteration 35Q: 3 clusters Score -1.14327e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71872 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -11432700.000000 Penalty: 5558.226074 Iteration 36Q: 3 clusters Score -1.14327e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71934 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -11432721.000000 Penalty: 5558.226074 Iteration 37Q: 3 clusters Score -1.143272e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71983 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -11432719.000000 Penalty: 5558.226074 Iteration 38Q: 3 clusters Score -1.143272e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72032 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -11432734.000000 Penalty: 5558.226074 Iteration 39Q: 3 clusters Score -1.143273e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72075 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -11432760.000000 Penalty: 5558.226074 Iteration 40F: 3 clusters Score -1.143276e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72113 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -11432764.000000 Penalty: 5558.226074 Iteration 41Q: 3 clusters Score -1.143276e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72154 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -11432794.000000 Penalty: 5558.226074 Iteration 42Q: 3 clusters Score -1.143279e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72177 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -11432801.000000 Penalty: 5558.226074 Iteration 43Q: 3 clusters Score -1.14328e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72194 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -11432801.000000 Penalty: 5558.226074 Iteration 44Q: 3 clusters Score -1.14328e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72216 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -11432809.000000 Penalty: 5558.226074 Iteration 45Q: 3 clusters Score -1.143281e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72237 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -11432810.000000 Penalty: 5558.226074 Iteration 46Q: 3 clusters Score -1.143281e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72255 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -11432828.000000 Penalty: 5558.226074 Iteration 47Q: 3 clusters Score -1.143283e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72274 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -11432830.000000 Penalty: 5558.226074 Iteration 48Q: 3 clusters Score -1.143283e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72298 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -11432829.000000 Penalty: 5558.226074 Iteration 49Q: 3 clusters Score -1.143283e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72311 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -11432832.000000 Penalty: 5558.226074 Iteration 50Q: 3 clusters Score -1.143283e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72324 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -11432838.000000 Penalty: 5558.226074 Iteration 51Q: 3 clusters Score -1.143284e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72336 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -11432857.000000 Penalty: 5558.226074 Iteration 52Q: 3 clusters Score -1.143286e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72346 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -11432841.000000 Penalty: 5558.226074 Iteration 53Q: 3 clusters Score -1.143284e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72359 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -11432850.000000 Penalty: 5558.226074 Iteration 54Q: 3 clusters Score -1.143285e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72369 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -11432846.000000 Penalty: 5558.226074 Iteration 55Q: 3 clusters Score -1.143285e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72376 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -11432866.000000 Penalty: 5558.226074 Iteration 56Q: 3 clusters Score -1.143287e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72381 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -11432871.000000 Penalty: 5558.226074 Iteration 57Q: 3 clusters Score -1.143287e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72388 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -11432864.000000 Penalty: 5558.226074 Iteration 58Q: 3 clusters Score -1.143286e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72395 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -11432870.000000 Penalty: 5558.226074 Iteration 59Q: 3 clusters Score -1.143287e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72404 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -11432872.000000 Penalty: 5558.226074 Iteration 60F: 3 clusters Score -1.143287e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72409 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -11432888.000000 Penalty: 5558.226074 Iteration 61Q: 3 clusters Score -1.143289e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72413 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -11432884.000000 Penalty: 5558.226074 Iteration 62Q: 3 clusters Score -1.143288e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72417 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -11432891.000000 Penalty: 5558.226074 Iteration 63Q: 3 clusters Score -1.143289e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72425 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -11432902.000000 Penalty: 5558.226074 Iteration 64Q: 3 clusters Score -1.14329e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72429 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -11432892.000000 Penalty: 5558.226074 Iteration 65Q: 3 clusters Score -1.143289e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72433 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -11432890.000000 Penalty: 5558.226074 Iteration 66Q: 3 clusters Score -1.143289e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72436 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -11432893.000000 Penalty: 5558.226074 Iteration 67Q: 3 clusters Score -1.143289e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72438 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -11432889.000000 Penalty: 5558.226074 Iteration 68Q: 3 clusters Score -1.143289e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72438 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -11432889.000000 Penalty: 5558.226074 Iteration 69F: 3 clusters Score -1.143289e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1784 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Entering Unmasked Estep Score: -236369.031250 Penalty: 1856.680054 Iteration 0F: 2 clusters Score -236369 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -234002.234375 Penalty: 3713.360107 Iteration 0F: 3 clusters Score -234002.2 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -234653.437500 Penalty: 3713.360107 Iteration 1F: 3 clusters Score -234653.4 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -235025.546875 Penalty: 3713.360107 Iteration 2F: 3 clusters Score -235025.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -235325.921875 Penalty: 3713.360107 Iteration 3F: 3 clusters Score -235325.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -235593.609375 Penalty: 3713.360107 Iteration 4F: 3 clusters Score -235593.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -235796.343750 Penalty: 3713.360107 Iteration 5F: 3 clusters Score -235796.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -236068.093750 Penalty: 3713.360107 Iteration 6Q: 3 clusters Score -236068.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -236321.984375 Penalty: 3713.360107 Iteration 7Q: 3 clusters Score -236322 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -236427.343750 Penalty: 3713.360107 Iteration 8Q: 3 clusters Score -236427.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -236477.671875 Penalty: 3713.360107 Iteration 9Q: 3 clusters Score -236477.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -236499.578125 Penalty: 3713.360107 Iteration 10Q: 3 clusters Score -236499.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -236515.687500 Penalty: 3713.360107 Iteration 11Q: 3 clusters Score -236515.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -236527.890625 Penalty: 3713.360107 Iteration 12Q: 3 clusters Score -236527.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -236532.718750 Penalty: 3713.360107 Iteration 13Q: 3 clusters Score -236532.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -236536.359375 Penalty: 3713.360107 Iteration 14Q: 3 clusters Score -236536.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -236536.937500 Penalty: 3713.360107 Iteration 15Q: 3 clusters Score -236536.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -236536.937500 Penalty: 3713.360107 Iteration 16F: 3 clusters Score -236536.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2703 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3698 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7967 members Mstep: Class 12 contains 5644 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23516 members Mstep: Class 15 contains 27260 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7942 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 692 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4318 members Mstep: Class 25 contains 6841 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12762 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5828 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4728 members Mstep: Class 37 contains 14484 members Mstep: Class 38 contains 1092 members Entering Unmasked Estep Score: -65626716.000000 Penalty: 122546.054688 Splitting cluster 21 changes total score from -65627980.000000 to -65626716.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Entering Unmasked Estep Score: -79929.109375 Penalty: 1571.093506 Iteration 0F: 2 clusters Score -79929.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -78428.046875 Penalty: 3142.187012 Iteration 0F: 3 clusters Score -78428.05 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -78654.031250 Penalty: 3142.187012 Iteration 1F: 3 clusters Score -78654.03 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -78778.390625 Penalty: 3142.187012 Iteration 2F: 3 clusters Score -78778.39 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -78825.757812 Penalty: 3142.187012 Iteration 3Q: 3 clusters Score -78825.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -78842.250000 Penalty: 3142.187012 Iteration 4Q: 3 clusters Score -78842.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -78847.257812 Penalty: 3142.187012 Iteration 5Q: 3 clusters Score -78847.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -78848.218750 Penalty: 3142.187012 Iteration 6Q: 3 clusters Score -78848.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -78848.218750 Penalty: 3142.187012 Iteration 7F: 3 clusters Score -78848.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Entering Unmasked Estep Score: -220474.859375 Penalty: 1820.366455 Iteration 0F: 2 clusters Score -220474.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -218208.187500 Penalty: 3640.732910 Iteration 0F: 3 clusters Score -218208.2 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -218795.500000 Penalty: 3640.732910 Iteration 1F: 3 clusters Score -218795.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -219105.531250 Penalty: 3640.732910 Iteration 2F: 3 clusters Score -219105.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -219313.531250 Penalty: 3640.732910 Iteration 3F: 3 clusters Score -219313.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -219476.781250 Penalty: 3640.732910 Iteration 4F: 3 clusters Score -219476.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -219561.171875 Penalty: 3640.732910 Iteration 5Q: 3 clusters Score -219561.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -219615.828125 Penalty: 3640.732910 Iteration 6Q: 3 clusters Score -219615.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -219657.375000 Penalty: 3640.732910 Iteration 7Q: 3 clusters Score -219657.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -219681.937500 Penalty: 3640.732910 Iteration 8Q: 3 clusters Score -219681.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -219703.796875 Penalty: 3640.732910 Iteration 9Q: 3 clusters Score -219703.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -219714.828125 Penalty: 3640.732910 Iteration 10Q: 3 clusters Score -219714.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -219718.437500 Penalty: 3640.732910 Iteration 11Q: 3 clusters Score -219718.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -219719.937500 Penalty: 3640.732910 Iteration 12Q: 3 clusters Score -219719.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -219725.046875 Penalty: 3640.732910 Iteration 13Q: 3 clusters Score -219725 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -219725.812500 Penalty: 3640.732910 Iteration 14Q: 3 clusters Score -219725.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -219728.171875 Penalty: 3640.732910 Iteration 15Q: 3 clusters Score -219728.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -219728.171875 Penalty: 3640.732910 Iteration 16F: 3 clusters Score -219728.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Entering Unmasked Estep Score: -607391.812500 Penalty: 2075.895752 Iteration 0F: 2 clusters Score -607391.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -603367.937500 Penalty: 4151.791504 Iteration 0F: 3 clusters Score -603367.9 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -604428.312500 Penalty: 4151.791504 Iteration 1F: 3 clusters Score -604428.3 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -604692.187500 Penalty: 4151.791504 Iteration 2F: 3 clusters Score -604692.2 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -604849.062500 Penalty: 4151.791504 Iteration 3F: 3 clusters Score -604849.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -604973.312500 Penalty: 4151.791504 Iteration 4Q: 3 clusters Score -604973.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -605083.187500 Penalty: 4151.791504 Iteration 5Q: 3 clusters Score -605083.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -605186.750000 Penalty: 4151.791504 Iteration 6Q: 3 clusters Score -605186.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -605264.437500 Penalty: 4151.791504 Iteration 7Q: 3 clusters Score -605264.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -605333.750000 Penalty: 4151.791504 Iteration 8Q: 3 clusters Score -605333.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -605380.250000 Penalty: 4151.791504 Iteration 9Q: 3 clusters Score -605380.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -605404.250000 Penalty: 4151.791504 Iteration 10Q: 3 clusters Score -605404.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -605423.125000 Penalty: 4151.791504 Iteration 11Q: 3 clusters Score -605423.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -605439.312500 Penalty: 4151.791504 Iteration 12Q: 3 clusters Score -605439.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -605450.687500 Penalty: 4151.791504 Iteration 13Q: 3 clusters Score -605450.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -605466.750000 Penalty: 4151.791504 Iteration 14Q: 3 clusters Score -605466.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -605480.562500 Penalty: 4151.791504 Iteration 15Q: 3 clusters Score -605480.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -605493.375000 Penalty: 4151.791504 Iteration 16Q: 3 clusters Score -605493.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -605506.125000 Penalty: 4151.791504 Iteration 17Q: 3 clusters Score -605506.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -605515.062500 Penalty: 4151.791504 Iteration 18Q: 3 clusters Score -605515.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -605524.875000 Penalty: 4151.791504 Iteration 19Q: 3 clusters Score -605524.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -605530.812500 Penalty: 4151.791504 Iteration 20F: 3 clusters Score -605530.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -605540.062500 Penalty: 4151.791504 Iteration 21Q: 3 clusters Score -605540.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -605544.312500 Penalty: 4151.791504 Iteration 22Q: 3 clusters Score -605544.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -605546.375000 Penalty: 4151.791504 Iteration 23Q: 3 clusters Score -605546.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -605548.812500 Penalty: 4151.791504 Iteration 24Q: 3 clusters Score -605548.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -605551.750000 Penalty: 4151.791504 Iteration 25Q: 3 clusters Score -605551.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -605553.812500 Penalty: 4151.791504 Iteration 26Q: 3 clusters Score -605553.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -605555.250000 Penalty: 4151.791504 Iteration 27Q: 3 clusters Score -605555.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -605555.875000 Penalty: 4151.791504 Iteration 28Q: 3 clusters Score -605555.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -605557.812500 Penalty: 4151.791504 Iteration 29Q: 3 clusters Score -605557.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -605560.125000 Penalty: 4151.791504 Iteration 30Q: 3 clusters Score -605560.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -605563.125000 Penalty: 4151.791504 Iteration 31Q: 3 clusters Score -605563.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -605566.062500 Penalty: 4151.791504 Iteration 32Q: 3 clusters Score -605566.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -605566.500000 Penalty: 4151.791504 Iteration 33Q: 3 clusters Score -605566.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -605570.125000 Penalty: 4151.791504 Iteration 34Q: 3 clusters Score -605570.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -605573.000000 Penalty: 4151.791504 Iteration 35Q: 3 clusters Score -605573 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -605579.000000 Penalty: 4151.791504 Iteration 36Q: 3 clusters Score -605579 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -605585.125000 Penalty: 4151.791504 Iteration 37Q: 3 clusters Score -605585.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -605589.937500 Penalty: 4151.791504 Iteration 38Q: 3 clusters Score -605589.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -605595.625000 Penalty: 4151.791504 Iteration 39Q: 3 clusters Score -605595.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -605599.062500 Penalty: 4151.791504 Iteration 40F: 3 clusters Score -605599.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -605605.437500 Penalty: 4151.791504 Iteration 41Q: 3 clusters Score -605605.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -605607.437500 Penalty: 4151.791504 Iteration 42Q: 3 clusters Score -605607.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -605609.625000 Penalty: 4151.791504 Iteration 43Q: 3 clusters Score -605609.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -605613.187500 Penalty: 4151.791504 Iteration 44Q: 3 clusters Score -605613.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -605617.687500 Penalty: 4151.791504 Iteration 45Q: 3 clusters Score -605617.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -605619.437500 Penalty: 4151.791504 Iteration 46Q: 3 clusters Score -605619.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -605622.187500 Penalty: 4151.791504 Iteration 47Q: 3 clusters Score -605622.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -605624.375000 Penalty: 4151.791504 Iteration 48Q: 3 clusters Score -605624.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -605625.625000 Penalty: 4151.791504 Iteration 49Q: 3 clusters Score -605625.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -605627.625000 Penalty: 4151.791504 Iteration 50Q: 3 clusters Score -605627.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -605629.437500 Penalty: 4151.791504 Iteration 51Q: 3 clusters Score -605629.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -605631.562500 Penalty: 4151.791504 Iteration 52Q: 3 clusters Score -605631.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -605634.000000 Penalty: 4151.791504 Iteration 53Q: 3 clusters Score -605634 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -605637.687500 Penalty: 4151.791504 Iteration 54Q: 3 clusters Score -605637.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -605640.437500 Penalty: 4151.791504 Iteration 55Q: 3 clusters Score -605640.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -605644.250000 Penalty: 4151.791504 Iteration 56Q: 3 clusters Score -605644.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -605649.562500 Penalty: 4151.791504 Iteration 57Q: 3 clusters Score -605649.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -605651.250000 Penalty: 4151.791504 Iteration 58Q: 3 clusters Score -605651.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -605653.500000 Penalty: 4151.791504 Iteration 59Q: 3 clusters Score -605653.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -605657.000000 Penalty: 4151.791504 Iteration 60F: 3 clusters Score -605657 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -605658.625000 Penalty: 4151.791504 Iteration 61Q: 3 clusters Score -605658.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -605660.625000 Penalty: 4151.791504 Iteration 62Q: 3 clusters Score -605660.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -605663.250000 Penalty: 4151.791504 Iteration 63Q: 3 clusters Score -605663.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -605663.062500 Penalty: 4151.791504 Iteration 64Q: 3 clusters Score -605663.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -605664.125000 Penalty: 4151.791504 Iteration 65Q: 3 clusters Score -605664.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -605664.125000 Penalty: 4151.791504 Iteration 66F: 3 clusters Score -605664.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (6841 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6841 members Entering Unmasked Estep Score: -1066014.625000 Penalty: 2190.010986 Iteration 0F: 2 clusters Score -1066015 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -1060381.500000 Penalty: 4380.021973 Iteration 0F: 3 clusters Score -1060382 nChanged 2737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -1061906.125000 Penalty: 4380.021973 Iteration 1F: 3 clusters Score -1061906 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -1062168.500000 Penalty: 4380.021973 Iteration 2F: 3 clusters Score -1062168 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1062331.000000 Penalty: 4380.021973 Iteration 3F: 3 clusters Score -1062331 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -1062440.875000 Penalty: 4380.021973 Iteration 4Q: 3 clusters Score -1062441 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -1062543.750000 Penalty: 4380.021973 Iteration 5Q: 3 clusters Score -1062544 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -1062655.500000 Penalty: 4380.021973 Iteration 6Q: 3 clusters Score -1062656 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -1062745.250000 Penalty: 4380.021973 Iteration 7Q: 3 clusters Score -1062745 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -1062833.125000 Penalty: 4380.021973 Iteration 8Q: 3 clusters Score -1062833 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -1062922.875000 Penalty: 4380.021973 Iteration 9Q: 3 clusters Score -1062923 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -1063016.125000 Penalty: 4380.021973 Iteration 10Q: 3 clusters Score -1063016 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -1063087.000000 Penalty: 4380.021973 Iteration 11Q: 3 clusters Score -1063087 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -1063145.375000 Penalty: 4380.021973 Iteration 12Q: 3 clusters Score -1063145 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -1063206.875000 Penalty: 4380.021973 Iteration 13Q: 3 clusters Score -1063207 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 5242 members Entering Unmasked Estep Score: -1063262.625000 Penalty: 4380.021973 Iteration 14Q: 3 clusters Score -1063263 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -1063323.875000 Penalty: 4380.021973 Iteration 15Q: 3 clusters Score -1063324 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -1063397.500000 Penalty: 4380.021973 Iteration 16Q: 3 clusters Score -1063398 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -1063480.750000 Penalty: 4380.021973 Iteration 17Q: 3 clusters Score -1063481 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -1063558.375000 Penalty: 4380.021973 Iteration 18Q: 3 clusters Score -1063558 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -1063629.750000 Penalty: 4380.021973 Iteration 19Q: 3 clusters Score -1063630 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 5879 members Entering Unmasked Estep Score: -1063699.000000 Penalty: 4380.021973 Iteration 20F: 3 clusters Score -1063699 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 5954 members Entering Unmasked Estep Score: -1063757.000000 Penalty: 4380.021973 Iteration 21Q: 3 clusters Score -1063757 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -1063812.000000 Penalty: 4380.021973 Iteration 22Q: 3 clusters Score -1063812 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -1063863.875000 Penalty: 4380.021973 Iteration 23Q: 3 clusters Score -1063864 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -1063907.875000 Penalty: 4380.021973 Iteration 24Q: 3 clusters Score -1063908 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -1063950.125000 Penalty: 4380.021973 Iteration 25Q: 3 clusters Score -1063950 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 6214 members Entering Unmasked Estep Score: -1063985.875000 Penalty: 4380.021973 Iteration 26Q: 3 clusters Score -1063986 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -1064009.875000 Penalty: 4380.021973 Iteration 27Q: 3 clusters Score -1064010 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -1064034.375000 Penalty: 4380.021973 Iteration 28Q: 3 clusters Score -1064034 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -1064052.250000 Penalty: 4380.021973 Iteration 29Q: 3 clusters Score -1064052 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 6309 members Entering Unmasked Estep Score: -1064071.125000 Penalty: 4380.021973 Iteration 30Q: 3 clusters Score -1064071 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -1064090.875000 Penalty: 4380.021973 Iteration 31Q: 3 clusters Score -1064091 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -1064107.875000 Penalty: 4380.021973 Iteration 32Q: 3 clusters Score -1064108 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 6353 members Entering Unmasked Estep Score: -1064120.875000 Penalty: 4380.021973 Iteration 33Q: 3 clusters Score -1064121 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -1064136.125000 Penalty: 4380.021973 Iteration 34Q: 3 clusters Score -1064136 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 6379 members Entering Unmasked Estep Score: -1064150.500000 Penalty: 4380.021973 Iteration 35Q: 3 clusters Score -1064150 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -1064169.875000 Penalty: 4380.021973 Iteration 36Q: 3 clusters Score -1064170 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -1064194.750000 Penalty: 4380.021973 Iteration 37Q: 3 clusters Score -1064195 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 6411 members Entering Unmasked Estep Score: -1064211.875000 Penalty: 4380.021973 Iteration 38Q: 3 clusters Score -1064212 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 6423 members Entering Unmasked Estep Score: -1064229.500000 Penalty: 4380.021973 Iteration 39Q: 3 clusters Score -1064230 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 6432 members Entering Unmasked Estep Score: -1064236.625000 Penalty: 4380.021973 Iteration 40F: 3 clusters Score -1064237 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 6437 members Entering Unmasked Estep Score: -1064242.625000 Penalty: 4380.021973 Iteration 41Q: 3 clusters Score -1064243 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -1064248.250000 Penalty: 4380.021973 Iteration 42Q: 3 clusters Score -1064248 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -1064256.750000 Penalty: 4380.021973 Iteration 43Q: 3 clusters Score -1064257 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -1064258.000000 Penalty: 4380.021973 Iteration 44Q: 3 clusters Score -1064258 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 6452 members Entering Unmasked Estep Score: -1064259.875000 Penalty: 4380.021973 Iteration 45Q: 3 clusters Score -1064260 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -1064261.125000 Penalty: 4380.021973 Iteration 46Q: 3 clusters Score -1064261 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -1064262.750000 Penalty: 4380.021973 Iteration 47Q: 3 clusters Score -1064263 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 6457 members Entering Unmasked Estep Score: -1064264.250000 Penalty: 4380.021973 Iteration 48Q: 3 clusters Score -1064264 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -1064265.500000 Penalty: 4380.021973 Iteration 49Q: 3 clusters Score -1064266 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -1064265.500000 Penalty: 4380.021973 Iteration 50F: 3 clusters Score -1064266 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (3756 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Entering Unmasked Estep Score: -575812.437500 Penalty: 2041.315186 Iteration 0F: 2 clusters Score -575812.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -572071.812500 Penalty: 4082.630371 Iteration 0F: 3 clusters Score -572071.8 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -573030.625000 Penalty: 4082.630371 Iteration 1F: 3 clusters Score -573030.6 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -573322.937500 Penalty: 4082.630371 Iteration 2F: 3 clusters Score -573322.9 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -573536.187500 Penalty: 4082.630371 Iteration 3F: 3 clusters Score -573536.2 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -573745.750000 Penalty: 4082.630371 Iteration 4F: 3 clusters Score -573745.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -573916.812500 Penalty: 4082.630371 Iteration 5F: 3 clusters Score -573916.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -574032.125000 Penalty: 4082.630371 Iteration 6Q: 3 clusters Score -574032.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -574110.375000 Penalty: 4082.630371 Iteration 7Q: 3 clusters Score -574110.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -574149.375000 Penalty: 4082.630371 Iteration 8Q: 3 clusters Score -574149.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -574173.687500 Penalty: 4082.630371 Iteration 9Q: 3 clusters Score -574173.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -574184.187500 Penalty: 4082.630371 Iteration 10Q: 3 clusters Score -574184.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -574191.687500 Penalty: 4082.630371 Iteration 11Q: 3 clusters Score -574191.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -574199.062500 Penalty: 4082.630371 Iteration 12Q: 3 clusters Score -574199.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -574205.250000 Penalty: 4082.630371 Iteration 13Q: 3 clusters Score -574205.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -574211.812500 Penalty: 4082.630371 Iteration 14Q: 3 clusters Score -574211.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -574214.437500 Penalty: 4082.630371 Iteration 15Q: 3 clusters Score -574214.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -574215.687500 Penalty: 4082.630371 Iteration 16Q: 3 clusters Score -574215.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -574216.500000 Penalty: 4082.630371 Iteration 17Q: 3 clusters Score -574216.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -574217.875000 Penalty: 4082.630371 Iteration 18Q: 3 clusters Score -574217.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -574217.437500 Penalty: 4082.630371 Iteration 19Q: 3 clusters Score -574217.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -574220.250000 Penalty: 4082.630371 Iteration 20F: 3 clusters Score -574220.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (12762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12762 members Entering Unmasked Estep Score: -1836993.500000 Penalty: 2344.648438 Iteration 0F: 2 clusters Score -1836994 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 6344 members Entering Unmasked Estep Score: -1827618.125000 Penalty: 4689.296875 Iteration 0F: 3 clusters Score -1827618 nChanged 5389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -1830804.750000 Penalty: 4689.296875 Iteration 1F: 3 clusters Score -1830805 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6709 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -1831523.875000 Penalty: 4689.296875 Iteration 2F: 3 clusters Score -1831524 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -1832143.375000 Penalty: 4689.296875 Iteration 3F: 3 clusters Score -1832143 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -1832711.500000 Penalty: 4689.296875 Iteration 4F: 3 clusters Score -1832712 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -1833241.125000 Penalty: 4689.296875 Iteration 5F: 3 clusters Score -1833241 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -1833635.500000 Penalty: 4689.296875 Iteration 6F: 3 clusters Score -1833636 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -1833938.500000 Penalty: 4689.296875 Iteration 7Q: 3 clusters Score -1833938 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -1834154.000000 Penalty: 4689.296875 Iteration 8Q: 3 clusters Score -1834154 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -1834309.375000 Penalty: 4689.296875 Iteration 9Q: 3 clusters Score -1834309 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 6295 members Entering Unmasked Estep Score: -1834439.250000 Penalty: 4689.296875 Iteration 10Q: 3 clusters Score -1834439 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -1834546.000000 Penalty: 4689.296875 Iteration 11Q: 3 clusters Score -1834546 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 6491 members Entering Unmasked Estep Score: -1834620.125000 Penalty: 4689.296875 Iteration 12Q: 3 clusters Score -1834620 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6179 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -1834690.375000 Penalty: 4689.296875 Iteration 13Q: 3 clusters Score -1834690 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6092 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -1834747.375000 Penalty: 4689.296875 Iteration 14Q: 3 clusters Score -1834747 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -1834790.375000 Penalty: 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7697 members Entering Unmasked Estep Score: -1835062.625000 Penalty: 4689.296875 Iteration 31Q: 3 clusters Score -1835063 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 7712 members Entering Unmasked Estep Score: -1835061.750000 Penalty: 4689.296875 Iteration 32Q: 3 clusters Score -1835062 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -1835063.000000 Penalty: 4689.296875 Iteration 33Q: 3 clusters Score -1835063 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 7721 members Entering Unmasked Estep Score: -1835063.500000 Penalty: 4689.296875 Iteration 34Q: 3 clusters Score -1835064 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 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1 contains 3106 members Mstep: Class 2 contains 9656 members Entering Unmasked Estep Score: -1835654.125000 Penalty: 4689.296875 Iteration 110Q: 3 clusters Score -1835654 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 9688 members Entering Unmasked Estep Score: -1835658.500000 Penalty: 4689.296875 Iteration 111Q: 3 clusters Score -1835658 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 9719 members Entering Unmasked Estep Score: -1835663.875000 Penalty: 4689.296875 Iteration 112Q: 3 clusters Score -1835664 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 9745 members Entering Unmasked Estep Score: -1835667.500000 Penalty: 4689.296875 Iteration 113Q: 3 clusters Score -1835668 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 9767 members Entering Unmasked Estep Score: -1835670.375000 Penalty: 4689.296875 Iteration 114Q: 3 clusters Score -1835670 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 9790 members Entering Unmasked Estep Score: -1835682.500000 Penalty: 4689.296875 Iteration 115Q: 3 clusters Score -1835682 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 9813 members Entering Unmasked Estep Score: -1835685.875000 Penalty: 4689.296875 Iteration 116Q: 3 clusters Score -1835686 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 9833 members Entering Unmasked Estep Score: -1835694.500000 Penalty: 4689.296875 Iteration 117Q: 3 clusters Score -1835694 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 9861 members Entering Unmasked Estep Score: -1835706.500000 Penalty: 4689.296875 Iteration 118Q: 3 clusters Score -1835706 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 9884 members Entering Unmasked Estep Score: -1835712.125000 Penalty: 4689.296875 Iteration 119Q: 3 clusters Score -1835712 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 9908 members Entering Unmasked Estep Score: -1835723.875000 Penalty: 4689.296875 Iteration 120F: 3 clusters Score -1835724 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 9939 members Entering Unmasked Estep Score: -1835733.000000 Penalty: 4689.296875 Iteration 121Q: 3 clusters Score -1835733 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 9973 members Entering Unmasked Estep Score: -1835745.500000 Penalty: 4689.296875 Iteration 122Q: 3 clusters Score -1835746 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 10012 members Entering Unmasked Estep Score: -1835753.750000 Penalty: 4689.296875 Iteration 123Q: 3 clusters Score -1835754 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 10053 members Entering Unmasked Estep Score: -1835767.125000 Penalty: 4689.296875 Iteration 124Q: 3 clusters Score -1835767 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 10085 members Entering Unmasked Estep Score: -1835777.750000 Penalty: 4689.296875 Iteration 125Q: 3 clusters Score -1835778 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 10117 members Entering Unmasked Estep Score: -1835787.500000 Penalty: 4689.296875 Iteration 126Q: 3 clusters Score -1835788 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 10146 members Entering Unmasked Estep Score: -1835795.125000 Penalty: 4689.296875 Iteration 127Q: 3 clusters Score -1835795 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 10166 members Entering Unmasked Estep Score: -1835798.875000 Penalty: 4689.296875 Iteration 128Q: 3 clusters Score -1835799 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 10178 members Entering Unmasked Estep Score: -1835802.625000 Penalty: 4689.296875 Iteration 129Q: 3 clusters Score -1835803 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 10189 members Entering Unmasked Estep Score: -1835802.000000 Penalty: 4689.296875 Iteration 130Q: 3 clusters Score -1835802 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 10204 members Entering Unmasked Estep Score: -1835807.375000 Penalty: 4689.296875 Iteration 131Q: 3 clusters Score -1835807 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 10219 members Entering Unmasked Estep Score: -1835807.000000 Penalty: 4689.296875 Iteration 132Q: 3 clusters Score -1835807 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 10229 members Entering Unmasked Estep Score: -1835809.500000 Penalty: 4689.296875 Iteration 133Q: 3 clusters Score -1835810 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 10244 members Entering Unmasked Estep Score: -1835811.750000 Penalty: 4689.296875 Iteration 134Q: 3 clusters Score -1835812 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 10252 members Entering Unmasked Estep Score: -1835816.000000 Penalty: 4689.296875 Iteration 135Q: 3 clusters Score -1835816 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 10266 members Entering Unmasked Estep Score: -1835824.375000 Penalty: 4689.296875 Iteration 136Q: 3 clusters Score -1835824 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 10275 members Entering Unmasked Estep Score: -1835823.625000 Penalty: 4689.296875 Iteration 137Q: 3 clusters Score -1835824 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -1835827.625000 Penalty: 4689.296875 Iteration 138Q: 3 clusters Score -1835828 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 10290 members Entering Unmasked Estep Score: -1835827.750000 Penalty: 4689.296875 Iteration 139Q: 3 clusters Score -1835828 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 10293 members Entering Unmasked Estep Score: -1835825.625000 Penalty: 4689.296875 Iteration 140F: 3 clusters Score -1835826 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 10294 members Entering Unmasked Estep Score: -1835828.125000 Penalty: 4689.296875 Iteration 141Q: 3 clusters Score -1835828 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 10295 members Entering Unmasked Estep Score: -1835826.875000 Penalty: 4689.296875 Iteration 142Q: 3 clusters Score -1835827 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 10295 members Entering Unmasked Estep Score: -1835826.875000 Penalty: 4689.296875 Iteration 143F: 3 clusters Score -1835827 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (6928 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Entering Unmasked Estep Score: -1025205.625000 Penalty: 2193.145020 Iteration 0F: 2 clusters Score -1025206 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -1019453.812500 Penalty: 4386.290039 Iteration 0F: 3 clusters Score -1019454 nChanged 2792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -1021046.375000 Penalty: 4386.290039 Iteration 1F: 3 clusters Score -1021046 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -1021377.250000 Penalty: 4386.290039 Iteration 2F: 3 clusters Score -1021377 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -1021585.000000 Penalty: 4386.290039 Iteration 3F: 3 clusters Score -1021585 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -1021751.687500 Penalty: 4386.290039 Iteration 4Q: 3 clusters Score -1021752 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -1021873.812500 Penalty: 4386.290039 Iteration 5Q: 3 clusters Score -1021874 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -1021966.687500 Penalty: 4386.290039 Iteration 6Q: 3 clusters Score -1021967 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -1022049.187500 Penalty: 4386.290039 Iteration 7Q: 3 clusters Score -1022049 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -1022101.937500 Penalty: 4386.290039 Iteration 8Q: 3 clusters Score -1022102 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -1022153.937500 Penalty: 4386.290039 Iteration 9Q: 3 clusters Score -1022154 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -1022196.687500 Penalty: 4386.290039 Iteration 10Q: 3 clusters Score -1022197 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -1022240.750000 Penalty: 4386.290039 Iteration 11Q: 3 clusters Score -1022241 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -1022280.375000 Penalty: 4386.290039 Iteration 12Q: 3 clusters Score -1022280 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -1022317.812500 Penalty: 4386.290039 Iteration 13Q: 3 clusters Score -1022318 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -1022361.562500 Penalty: 4386.290039 Iteration 14Q: 3 clusters Score -1022362 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -1022407.875000 Penalty: 4386.290039 Iteration 15Q: 3 clusters Score -1022408 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -1022458.687500 Penalty: 4386.290039 Iteration 16Q: 3 clusters Score -1022459 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -1022499.187500 Penalty: 4386.290039 Iteration 17Q: 3 clusters Score -1022499 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -1022528.437500 Penalty: 4386.290039 Iteration 18Q: 3 clusters Score -1022528 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -1022555.312500 Penalty: 4386.290039 Iteration 19Q: 3 clusters Score -1022555 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -1022591.687500 Penalty: 4386.290039 Iteration 20F: 3 clusters Score -1022592 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 4971 members Entering Unmasked Estep Score: -1022626.250000 Penalty: 4386.290039 Iteration 21Q: 3 clusters Score -1022626 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -1022664.250000 Penalty: 4386.290039 Iteration 22Q: 3 clusters Score -1022664 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -1022707.437500 Penalty: 4386.290039 Iteration 23Q: 3 clusters Score -1022707 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -1022759.562500 Penalty: 4386.290039 Iteration 24Q: 3 clusters Score -1022760 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -1022819.687500 Penalty: 4386.290039 Iteration 25Q: 3 clusters Score -1022820 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -1022864.000000 Penalty: 4386.290039 Iteration 26Q: 3 clusters Score -1022864 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -1022897.812500 Penalty: 4386.290039 Iteration 27Q: 3 clusters Score -1022898 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -1022936.062500 Penalty: 4386.290039 Iteration 28Q: 3 clusters Score -1022936 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -1022974.250000 Penalty: 4386.290039 Iteration 29Q: 3 clusters Score -1022974 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -1023004.437500 Penalty: 4386.290039 Iteration 30Q: 3 clusters Score -1023004 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -1023028.687500 Penalty: 4386.290039 Iteration 31Q: 3 clusters Score -1023029 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -1023054.875000 Penalty: 4386.290039 Iteration 32Q: 3 clusters Score -1023055 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -1023081.500000 Penalty: 4386.290039 Iteration 33Q: 3 clusters Score -1023082 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -1023106.812500 Penalty: 4386.290039 Iteration 34Q: 3 clusters Score -1023107 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -1023135.062500 Penalty: 4386.290039 Iteration 35Q: 3 clusters Score -1023135 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -1023169.125000 Penalty: 4386.290039 Iteration 36Q: 3 clusters Score -1023169 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 6021 members Entering Unmasked Estep Score: -1023201.000000 Penalty: 4386.290039 Iteration 37Q: 3 clusters Score -1023201 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -1023236.312500 Penalty: 4386.290039 Iteration 38Q: 3 clusters Score -1023236 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -1023258.187500 Penalty: 4386.290039 Iteration 39Q: 3 clusters Score -1023258 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -1023283.625000 Penalty: 4386.290039 Iteration 40F: 3 clusters Score -1023284 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 6158 members Entering Unmasked Estep Score: -1023304.562500 Penalty: 4386.290039 Iteration 41Q: 3 clusters Score -1023305 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -1023319.875000 Penalty: 4386.290039 Iteration 42Q: 3 clusters Score -1023320 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -1023332.312500 Penalty: 4386.290039 Iteration 43Q: 3 clusters Score -1023332 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 6213 members Entering Unmasked Estep Score: -1023346.687500 Penalty: 4386.290039 Iteration 44Q: 3 clusters Score -1023347 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -1023355.375000 Penalty: 4386.290039 Iteration 45Q: 3 clusters Score -1023355 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -1023362.000000 Penalty: 4386.290039 Iteration 46Q: 3 clusters Score -1023362 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -1023369.937500 Penalty: 4386.290039 Iteration 47Q: 3 clusters Score -1023370 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -1023376.875000 Penalty: 4386.290039 Iteration 48Q: 3 clusters Score -1023377 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -1023383.687500 Penalty: 4386.290039 Iteration 49Q: 3 clusters Score -1023384 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 6277 members Entering Unmasked Estep Score: -1023390.375000 Penalty: 4386.290039 Iteration 50Q: 3 clusters Score -1023390 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -1023398.562500 Penalty: 4386.290039 Iteration 51Q: 3 clusters Score -1023399 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -1023401.750000 Penalty: 4386.290039 Iteration 52Q: 3 clusters Score -1023402 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -1023403.125000 Penalty: 4386.290039 Iteration 53Q: 3 clusters Score -1023403 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 6295 members Entering Unmasked Estep Score: -1023406.562500 Penalty: 4386.290039 Iteration 54Q: 3 clusters Score -1023407 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -1023407.937500 Penalty: 4386.290039 Iteration 55Q: 3 clusters Score -1023408 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -1023409.312500 Penalty: 4386.290039 Iteration 56Q: 3 clusters Score -1023409 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -1023409.375000 Penalty: 4386.290039 Iteration 57Q: 3 clusters Score -1023409 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -1023410.125000 Penalty: 4386.290039 Iteration 58Q: 3 clusters Score -1023410 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -1023411.187500 Penalty: 4386.290039 Iteration 59Q: 3 clusters Score -1023411 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 6303 members Entering Unmasked Estep Score: -1023411.687500 Penalty: 4386.290039 Iteration 60F: 3 clusters Score -1023412 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -1023414.750000 Penalty: 4386.290039 Iteration 61Q: 3 clusters Score -1023415 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -1023415.437500 Penalty: 4386.290039 Iteration 62Q: 3 clusters Score -1023415 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -1023415.437500 Penalty: 4386.290039 Iteration 63Q: 3 clusters Score -1023415 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -1023415.437500 Penalty: 4386.290039 Iteration 64F: 3 clusters Score -1023415 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (5828 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Entering Unmasked Estep Score: -866136.062500 Penalty: 2150.266357 Iteration 0F: 2 clusters Score -866136.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -861089.687500 Penalty: 4300.532715 Iteration 0F: 3 clusters Score -861089.7 nChanged 2329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -862487.312500 Penalty: 4300.532715 Iteration 1F: 3 clusters Score -862487.3 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -862855.375000 Penalty: 4300.532715 Iteration 2F: 3 clusters Score -862855.4 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -863152.125000 Penalty: 4300.532715 Iteration 3F: 3 clusters Score -863152.1 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -863389.562500 Penalty: 4300.532715 Iteration 4F: 3 clusters Score -863389.6 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -863575.312500 Penalty: 4300.532715 Iteration 5Q: 3 clusters Score -863575.3 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -863728.875000 Penalty: 4300.532715 Iteration 6Q: 3 clusters Score -863728.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -863858.750000 Penalty: 4300.532715 Iteration 7Q: 3 clusters Score -863858.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -863964.437500 Penalty: 4300.532715 Iteration 8Q: 3 clusters Score -863964.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -864050.500000 Penalty: 4300.532715 Iteration 9Q: 3 clusters Score -864050.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -864110.500000 Penalty: 4300.532715 Iteration 10Q: 3 clusters Score -864110.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -864153.250000 Penalty: 4300.532715 Iteration 11Q: 3 clusters Score -864153.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -864191.625000 Penalty: 4300.532715 Iteration 12Q: 3 clusters Score -864191.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -864226.187500 Penalty: 4300.532715 Iteration 13Q: 3 clusters Score -864226.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -864256.250000 Penalty: 4300.532715 Iteration 14Q: 3 clusters Score -864256.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -864289.687500 Penalty: 4300.532715 Iteration 15Q: 3 clusters Score -864289.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -864312.250000 Penalty: 4300.532715 Iteration 16Q: 3 clusters Score -864312.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -864331.312500 Penalty: 4300.532715 Iteration 17Q: 3 clusters Score -864331.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -864346.250000 Penalty: 4300.532715 Iteration 18Q: 3 clusters Score -864346.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -864352.750000 Penalty: 4300.532715 Iteration 19Q: 3 clusters Score -864352.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -864357.250000 Penalty: 4300.532715 Iteration 20F: 3 clusters Score -864357.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -864364.625000 Penalty: 4300.532715 Iteration 21Q: 3 clusters Score -864364.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -864366.375000 Penalty: 4300.532715 Iteration 22Q: 3 clusters Score -864366.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -864370.812500 Penalty: 4300.532715 Iteration 23Q: 3 clusters Score -864370.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -864373.625000 Penalty: 4300.532715 Iteration 24Q: 3 clusters Score -864373.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -864378.875000 Penalty: 4300.532715 Iteration 25Q: 3 clusters Score -864378.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -864381.437500 Penalty: 4300.532715 Iteration 26Q: 3 clusters Score -864381.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -864384.500000 Penalty: 4300.532715 Iteration 27Q: 3 clusters Score -864384.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -864389.625000 Penalty: 4300.532715 Iteration 28Q: 3 clusters Score -864389.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -864395.312500 Penalty: 4300.532715 Iteration 29Q: 3 clusters Score -864395.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -864397.375000 Penalty: 4300.532715 Iteration 30Q: 3 clusters Score -864397.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5121 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -864400.250000 Penalty: 4300.532715 Iteration 31Q: 3 clusters Score -864400.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -864399.062500 Penalty: 4300.532715 Iteration 32Q: 3 clusters Score -864399.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -864399.375000 Penalty: 4300.532715 Iteration 33Q: 3 clusters Score -864399.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -864401.000000 Penalty: 4300.532715 Iteration 34Q: 3 clusters Score -864401 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -864402.937500 Penalty: 4300.532715 Iteration 35Q: 3 clusters Score -864402.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -864405.000000 Penalty: 4300.532715 Iteration 36Q: 3 clusters Score -864405 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -864407.125000 Penalty: 4300.532715 Iteration 37Q: 3 clusters Score -864407.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -864410.625000 Penalty: 4300.532715 Iteration 38Q: 3 clusters Score -864410.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -864411.125000 Penalty: 4300.532715 Iteration 39Q: 3 clusters Score -864411.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -864416.125000 Penalty: 4300.532715 Iteration 40F: 3 clusters Score -864416.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -864415.125000 Penalty: 4300.532715 Iteration 41Q: 3 clusters Score -864415.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -864415.750000 Penalty: 4300.532715 Iteration 42Q: 3 clusters Score -864415.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -864415.687500 Penalty: 4300.532715 Iteration 43Q: 3 clusters Score -864415.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -864417.625000 Penalty: 4300.532715 Iteration 44Q: 3 clusters Score -864417.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5144 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -864417.687500 Penalty: 4300.532715 Iteration 45Q: 3 clusters Score -864417.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5144 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -864417.687500 Penalty: 4300.532715 Iteration 46F: 3 clusters Score -864417.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (570 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Entering Unmasked Estep Score: -79592.992188 Penalty: 1573.717773 Iteration 0F: 2 clusters Score -79592.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -78195.000000 Penalty: 3147.435547 Iteration 0F: 3 clusters Score -78195 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -78493.320312 Penalty: 3147.435547 Iteration 1F: 3 clusters Score -78493.32 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -78636.726562 Penalty: 3147.435547 Iteration 2F: 3 clusters Score -78636.73 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -78893.953125 Penalty: 3147.435547 Iteration 3F: 3 clusters Score -78893.95 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -79243.226562 Penalty: 3147.435547 Iteration 4F: 3 clusters Score -79243.23 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -79567.640625 Penalty: 3147.435547 Iteration 5F: 3 clusters Score -79567.64 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -79640.507812 Penalty: 3147.435547 Iteration 6Q: 3 clusters Score -79640.51 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -79687.093750 Penalty: 3147.435547 Iteration 7Q: 3 clusters Score -79687.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -79704.585938 Penalty: 3147.435547 Iteration 8Q: 3 clusters Score -79704.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -79721.460938 Penalty: 3147.435547 Iteration 9Q: 3 clusters Score -79721.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -79732.515625 Penalty: 3147.435547 Iteration 10Q: 3 clusters Score -79732.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -79735.921875 Penalty: 3147.435547 Iteration 11Q: 3 clusters Score -79735.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -79739.851562 Penalty: 3147.435547 Iteration 12Q: 3 clusters Score -79739.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -79739.851562 Penalty: 3147.435547 Iteration 13F: 3 clusters Score -79739.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2703 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3698 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7967 members Mstep: Class 12 contains 5644 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23516 members Mstep: Class 15 contains 27260 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7942 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4318 members Mstep: Class 25 contains 6841 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12762 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5828 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4728 members Mstep: Class 37 contains 14484 members Mstep: Class 38 contains 456 members Entering Unmasked Estep Score: -65626520.000000 Penalty: 122546.054688 Splitting cluster 30 changes total score from -65627980.000000 to -65626520.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 31 (71443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71443 members Entering Unmasked Estep Score: -11104162.000000 Penalty: 2771.810303 Iteration 0F: 2 clusters Score -1.110416e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35984 members Mstep: Class 2 contains 35459 members Entering Unmasked Estep Score: -11056353.000000 Penalty: 5543.620605 Iteration 0F: 3 clusters Score -1.105635e+07 nChanged 33437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38367 members Mstep: Class 2 contains 33076 members Entering Unmasked Estep Score: -11075130.000000 Penalty: 5543.620605 Iteration 1F: 3 clusters Score -1.107513e+07 nChanged 2569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39912 members Mstep: Class 2 contains 31531 members Entering Unmasked Estep Score: -11075813.000000 Penalty: 5543.620605 Iteration 2Q: 3 clusters Score -1.107581e+07 nChanged 2821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42191 members Mstep: Class 2 contains 29252 members Entering Unmasked Estep Score: -11076900.000000 Penalty: 5543.620605 Iteration 3Q: 3 clusters Score -1.10769e+07 nChanged 3578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45519 members Mstep: Class 2 contains 25924 members Entering Unmasked Estep Score: -11078653.000000 Penalty: 5543.620605 Iteration 4F: 3 clusters Score -1.107865e+07 nChanged 4701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50184 members Mstep: Class 2 contains 21259 members Entering Unmasked Estep Score: -11081674.000000 Penalty: 5543.620605 Iteration 5F: 3 clusters Score -1.108167e+07 nChanged 6017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56193 members Mstep: Class 2 contains 15250 members Entering Unmasked Estep Score: -11086718.000000 Penalty: 5543.620605 Iteration 6F: 3 clusters Score -1.108672e+07 nChanged 6406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62599 members Mstep: Class 2 contains 8844 members Entering Unmasked Estep Score: -11092782.000000 Penalty: 5543.620605 Iteration 7F: 3 clusters Score -1.109278e+07 nChanged 4998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67595 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -11097838.000000 Penalty: 5543.620605 Iteration 8F: 3 clusters Score -1.109784e+07 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70158 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -11100381.000000 Penalty: 5543.620605 Iteration 9Q: 3 clusters Score -1.110038e+07 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71006 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -11101228.000000 Penalty: 5543.620605 Iteration 10Q: 3 clusters Score -1.110123e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71190 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -11101510.000000 Penalty: 5543.620605 Iteration 11Q: 3 clusters Score -1.110151e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71225 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -11101586.000000 Penalty: 5543.620605 Iteration 12Q: 3 clusters Score -1.110159e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71238 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -11101622.000000 Penalty: 5543.620605 Iteration 13Q: 3 clusters Score -1.110162e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71248 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -11101654.000000 Penalty: 5543.620605 Iteration 14Q: 3 clusters Score -1.110165e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71249 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -11101657.000000 Penalty: 5543.620605 Iteration 15Q: 3 clusters Score -1.110166e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71250 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -11101668.000000 Penalty: 5543.620605 Iteration 16Q: 3 clusters Score -1.110167e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71252 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -11101670.000000 Penalty: 5543.620605 Iteration 17Q: 3 clusters Score -1.110167e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71254 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -11101682.000000 Penalty: 5543.620605 Iteration 18Q: 3 clusters Score -1.110168e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71254 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -11101682.000000 Penalty: 5543.620605 Iteration 19F: 3 clusters Score -1.110168e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (2676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Entering Unmasked Estep Score: -401965.093750 Penalty: 1957.235474 Iteration 0F: 2 clusters Score -401965.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -398913.468750 Penalty: 3914.470947 Iteration 0F: 3 clusters Score -398913.5 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -399632.718750 Penalty: 3914.470947 Iteration 1F: 3 clusters Score -399632.7 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -399968.375000 Penalty: 3914.470947 Iteration 2F: 3 clusters Score -399968.4 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -400305.875000 Penalty: 3914.470947 Iteration 3F: 3 clusters Score -400305.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -400589.406250 Penalty: 3914.470947 Iteration 4F: 3 clusters Score -400589.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -400805.062500 Penalty: 3914.470947 Iteration 5F: 3 clusters Score -400805.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -400940.781250 Penalty: 3914.470947 Iteration 6Q: 3 clusters Score -400940.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -401026.500000 Penalty: 3914.470947 Iteration 7Q: 3 clusters Score -401026.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -401092.593750 Penalty: 3914.470947 Iteration 8Q: 3 clusters Score -401092.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -401133.562500 Penalty: 3914.470947 Iteration 9Q: 3 clusters Score -401133.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -401153.062500 Penalty: 3914.470947 Iteration 10Q: 3 clusters Score -401153.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -401162.968750 Penalty: 3914.470947 Iteration 11Q: 3 clusters Score -401163 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -401169.343750 Penalty: 3914.470947 Iteration 12Q: 3 clusters Score -401169.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -401174.000000 Penalty: 3914.470947 Iteration 13Q: 3 clusters Score -401174 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -401181.687500 Penalty: 3914.470947 Iteration 14Q: 3 clusters Score -401181.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -401188.375000 Penalty: 3914.470947 Iteration 15Q: 3 clusters Score -401188.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -401195.312500 Penalty: 3914.470947 Iteration 16Q: 3 clusters Score -401195.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -401198.906250 Penalty: 3914.470947 Iteration 17Q: 3 clusters Score -401198.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -401200.625000 Penalty: 3914.470947 Iteration 18Q: 3 clusters Score -401200.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -401206.437500 Penalty: 3914.470947 Iteration 19Q: 3 clusters Score -401206.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -401206.812500 Penalty: 3914.470947 Iteration 20F: 3 clusters Score -401206.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -401208.125000 Penalty: 3914.470947 Iteration 21Q: 3 clusters Score -401208.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -401208.125000 Penalty: 3914.470947 Iteration 22F: 3 clusters Score -401208.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Entering Unmasked Estep Score: -36570.429688 Penalty: 1418.637329 Iteration 0F: 2 clusters Score -36570.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -35485.585938 Penalty: 2837.274658 Iteration 0F: 3 clusters Score -35485.59 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -35717.656250 Penalty: 2837.274658 Iteration 1F: 3 clusters Score -35717.66 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -35906.371094 Penalty: 2837.274658 Iteration 2F: 3 clusters Score -35906.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -35997.500000 Penalty: 2837.274658 Iteration 3Q: 3 clusters Score -35997.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -36141.093750 Penalty: 2837.274658 Iteration 4Q: 3 clusters Score -36141.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -36184.820312 Penalty: 2837.274658 Iteration 5Q: 3 clusters Score -36184.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -36206.941406 Penalty: 2837.274658 Iteration 6Q: 3 clusters Score -36206.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -36218.347656 Penalty: 2837.274658 Iteration 7Q: 3 clusters Score -36218.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -36225.042969 Penalty: 2837.274658 Iteration 8Q: 3 clusters Score -36225.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -36228.218750 Penalty: 2837.274658 Iteration 9Q: 3 clusters Score -36228.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -36233.636719 Penalty: 2837.274658 Iteration 10Q: 3 clusters Score -36233.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -36233.636719 Penalty: 2837.274658 Iteration 11F: 3 clusters Score -36233.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (219 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Entering Unmasked Estep Score: -28830.855469 Penalty: 1336.489868 Iteration 0F: 2 clusters Score -28830.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -27744.990234 Penalty: 2672.979736 Iteration 0F: 3 clusters Score -27744.99 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -27873.414062 Penalty: 2672.979736 Iteration 1F: 3 clusters Score -27873.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -27918.150391 Penalty: 2672.979736 Iteration 2Q: 3 clusters Score -27918.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -27926.220703 Penalty: 2672.979736 Iteration 3Q: 3 clusters Score -27926.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -27926.220703 Penalty: 2672.979736 Iteration 4F: 3 clusters Score -27926.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (2364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Entering Unmasked Estep Score: -347253.125000 Penalty: 1926.491333 Iteration 0F: 2 clusters Score -347253.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -344411.812500 Penalty: 3852.982666 Iteration 0F: 3 clusters Score -344411.8 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -344950.000000 Penalty: 3852.982666 Iteration 1F: 3 clusters Score -344950 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -345051.250000 Penalty: 3852.982666 Iteration 2F: 3 clusters Score -345051.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -345114.343750 Penalty: 3852.982666 Iteration 3Q: 3 clusters Score -345114.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -345163.343750 Penalty: 3852.982666 Iteration 4Q: 3 clusters Score -345163.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -345187.281250 Penalty: 3852.982666 Iteration 5Q: 3 clusters Score -345187.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -345208.000000 Penalty: 3852.982666 Iteration 6Q: 3 clusters Score -345208 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -345225.343750 Penalty: 3852.982666 Iteration 7Q: 3 clusters Score -345225.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -345233.031250 Penalty: 3852.982666 Iteration 8Q: 3 clusters Score -345233 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -345240.656250 Penalty: 3852.982666 Iteration 9Q: 3 clusters Score -345240.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -345246.000000 Penalty: 3852.982666 Iteration 10Q: 3 clusters Score -345246 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -345250.875000 Penalty: 3852.982666 Iteration 11Q: 3 clusters Score -345250.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -345257.968750 Penalty: 3852.982666 Iteration 12Q: 3 clusters Score -345258 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -345268.375000 Penalty: 3852.982666 Iteration 13Q: 3 clusters Score -345268.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -345277.593750 Penalty: 3852.982666 Iteration 14Q: 3 clusters Score -345277.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -345292.875000 Penalty: 3852.982666 Iteration 15Q: 3 clusters Score -345292.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -345302.312500 Penalty: 3852.982666 Iteration 16Q: 3 clusters Score -345302.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -345310.687500 Penalty: 3852.982666 Iteration 17Q: 3 clusters Score -345310.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -345314.843750 Penalty: 3852.982666 Iteration 18Q: 3 clusters Score -345314.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -345318.250000 Penalty: 3852.982666 Iteration 19Q: 3 clusters Score -345318.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -345327.593750 Penalty: 3852.982666 Iteration 20F: 3 clusters Score -345327.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -345339.750000 Penalty: 3852.982666 Iteration 21Q: 3 clusters Score -345339.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -345353.281250 Penalty: 3852.982666 Iteration 22Q: 3 clusters Score -345353.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -345369.656250 Penalty: 3852.982666 Iteration 23Q: 3 clusters Score -345369.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -345389.312500 Penalty: 3852.982666 Iteration 24Q: 3 clusters Score -345389.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -345403.000000 Penalty: 3852.982666 Iteration 25Q: 3 clusters Score -345403 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -345436.531250 Penalty: 3852.982666 Iteration 26Q: 3 clusters Score -345436.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -345472.531250 Penalty: 3852.982666 Iteration 27Q: 3 clusters Score -345472.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -345529.093750 Penalty: 3852.982666 Iteration 28Q: 3 clusters Score -345529.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -345614.406250 Penalty: 3852.982666 Iteration 29Q: 3 clusters Score -345614.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -345725.031250 Penalty: 3852.982666 Iteration 30Q: 3 clusters Score -345725 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -345838.281250 Penalty: 3852.982666 Iteration 31Q: 3 clusters Score -345838.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -345910.718750 Penalty: 3852.982666 Iteration 32Q: 3 clusters Score -345910.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -345968.218750 Penalty: 3852.982666 Iteration 33Q: 3 clusters Score -345968.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -346022.718750 Penalty: 3852.982666 Iteration 34Q: 3 clusters Score -346022.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -346067.875000 Penalty: 3852.982666 Iteration 35Q: 3 clusters Score -346067.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -346115.437500 Penalty: 3852.982666 Iteration 36Q: 3 clusters Score -346115.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -346151.312500 Penalty: 3852.982666 Iteration 37Q: 3 clusters Score -346151.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -346170.406250 Penalty: 3852.982666 Iteration 38Q: 3 clusters Score -346170.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -346178.656250 Penalty: 3852.982666 Iteration 39Q: 3 clusters Score -346178.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -346186.781250 Penalty: 3852.982666 Iteration 40F: 3 clusters Score -346186.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -346192.656250 Penalty: 3852.982666 Iteration 41Q: 3 clusters Score -346192.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -346197.593750 Penalty: 3852.982666 Iteration 42Q: 3 clusters Score -346197.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -346199.531250 Penalty: 3852.982666 Iteration 43Q: 3 clusters Score -346199.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -346201.125000 Penalty: 3852.982666 Iteration 44Q: 3 clusters Score -346201.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -346203.312500 Penalty: 3852.982666 Iteration 45Q: 3 clusters Score -346203.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -346204.656250 Penalty: 3852.982666 Iteration 46Q: 3 clusters Score -346204.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -346206.406250 Penalty: 3852.982666 Iteration 47Q: 3 clusters Score -346206.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -346207.968750 Penalty: 3852.982666 Iteration 48Q: 3 clusters Score -346208 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -346208.343750 Penalty: 3852.982666 Iteration 49Q: 3 clusters Score -346208.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -346208.343750 Penalty: 3852.982666 Iteration 50F: 3 clusters Score -346208.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (4728 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Entering Unmasked Estep Score: -702347.562500 Penalty: 2098.392090 Iteration 0F: 2 clusters Score -702347.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -698008.375000 Penalty: 4196.784180 Iteration 0F: 3 clusters Score -698008.4 nChanged 1770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -698948.875000 Penalty: 4196.784180 Iteration 1F: 3 clusters Score -698948.9 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -699143.000000 Penalty: 4196.784180 Iteration 2F: 3 clusters Score -699143 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -699274.000000 Penalty: 4196.784180 Iteration 3Q: 3 clusters Score -699274 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -699384.250000 Penalty: 4196.784180 Iteration 4Q: 3 clusters Score -699384.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -699480.500000 Penalty: 4196.784180 Iteration 5Q: 3 clusters Score -699480.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -699569.375000 Penalty: 4196.784180 Iteration 6Q: 3 clusters Score -699569.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -699645.375000 Penalty: 4196.784180 Iteration 7Q: 3 clusters Score -699645.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -699726.625000 Penalty: 4196.784180 Iteration 8Q: 3 clusters Score -699726.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -699797.812500 Penalty: 4196.784180 Iteration 9Q: 3 clusters Score -699797.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -699868.625000 Penalty: 4196.784180 Iteration 10Q: 3 clusters Score -699868.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -699938.187500 Penalty: 4196.784180 Iteration 11Q: 3 clusters Score -699938.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -700004.375000 Penalty: 4196.784180 Iteration 12Q: 3 clusters Score -700004.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -700061.500000 Penalty: 4196.784180 Iteration 13Q: 3 clusters Score -700061.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -700103.187500 Penalty: 4196.784180 Iteration 14Q: 3 clusters Score -700103.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -700134.062500 Penalty: 4196.784180 Iteration 15Q: 3 clusters Score -700134.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -700165.500000 Penalty: 4196.784180 Iteration 16Q: 3 clusters Score -700165.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -700185.875000 Penalty: 4196.784180 Iteration 17Q: 3 clusters Score -700185.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -700206.750000 Penalty: 4196.784180 Iteration 18Q: 3 clusters Score -700206.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -700227.812500 Penalty: 4196.784180 Iteration 19Q: 3 clusters Score -700227.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -700247.437500 Penalty: 4196.784180 Iteration 20F: 3 clusters Score -700247.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -700261.562500 Penalty: 4196.784180 Iteration 21Q: 3 clusters Score -700261.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -700282.437500 Penalty: 4196.784180 Iteration 22Q: 3 clusters Score -700282.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -700297.875000 Penalty: 4196.784180 Iteration 23Q: 3 clusters Score -700297.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -700313.750000 Penalty: 4196.784180 Iteration 24Q: 3 clusters Score -700313.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -700328.437500 Penalty: 4196.784180 Iteration 25Q: 3 clusters Score -700328.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -700348.312500 Penalty: 4196.784180 Iteration 26Q: 3 clusters Score -700348.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -700365.625000 Penalty: 4196.784180 Iteration 27Q: 3 clusters Score -700365.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -700383.000000 Penalty: 4196.784180 Iteration 28Q: 3 clusters Score -700383 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -700399.000000 Penalty: 4196.784180 Iteration 29Q: 3 clusters Score -700399 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -700413.812500 Penalty: 4196.784180 Iteration 30Q: 3 clusters Score -700413.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -700427.562500 Penalty: 4196.784180 Iteration 31Q: 3 clusters Score -700427.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -700435.625000 Penalty: 4196.784180 Iteration 32Q: 3 clusters Score -700435.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -700449.312500 Penalty: 4196.784180 Iteration 33Q: 3 clusters Score -700449.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -700459.250000 Penalty: 4196.784180 Iteration 34Q: 3 clusters Score -700459.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -700469.812500 Penalty: 4196.784180 Iteration 35Q: 3 clusters Score -700469.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -700476.437500 Penalty: 4196.784180 Iteration 36Q: 3 clusters Score -700476.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -700484.750000 Penalty: 4196.784180 Iteration 37Q: 3 clusters Score -700484.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -700492.437500 Penalty: 4196.784180 Iteration 38Q: 3 clusters Score -700492.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -700498.750000 Penalty: 4196.784180 Iteration 39Q: 3 clusters Score -700498.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -700500.750000 Penalty: 4196.784180 Iteration 40F: 3 clusters Score -700500.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -700504.750000 Penalty: 4196.784180 Iteration 41Q: 3 clusters Score -700504.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -700507.750000 Penalty: 4196.784180 Iteration 42Q: 3 clusters Score -700507.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -700509.875000 Penalty: 4196.784180 Iteration 43Q: 3 clusters Score -700509.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -700511.875000 Penalty: 4196.784180 Iteration 44Q: 3 clusters Score -700511.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -700514.125000 Penalty: 4196.784180 Iteration 45Q: 3 clusters Score -700514.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -700515.812500 Penalty: 4196.784180 Iteration 46Q: 3 clusters Score -700515.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -700515.875000 Penalty: 4196.784180 Iteration 47Q: 3 clusters Score -700515.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -700519.875000 Penalty: 4196.784180 Iteration 48Q: 3 clusters Score -700519.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -700523.125000 Penalty: 4196.784180 Iteration 49Q: 3 clusters Score -700523.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -700521.750000 Penalty: 4196.784180 Iteration 50Q: 3 clusters Score -700521.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -700522.500000 Penalty: 4196.784180 Iteration 51Q: 3 clusters Score -700522.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -700522.500000 Penalty: 4196.784180 Iteration 52F: 3 clusters Score -700522.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (14484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14484 members Entering Unmasked Estep Score: -2120029.500000 Penalty: 2376.038330 Iteration 0F: 2 clusters Score -2120030 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7239 members Mstep: Class 2 contains 7245 members Entering Unmasked Estep Score: -2109354.000000 Penalty: 4752.076660 Iteration 0F: 3 clusters Score -2109354 nChanged 6318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 7213 members Entering Unmasked Estep Score: -2112718.500000 Penalty: 4752.076660 Iteration 1F: 3 clusters Score -2112718 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 7171 members Entering Unmasked Estep Score: -2113144.000000 Penalty: 4752.076660 Iteration 2F: 3 clusters Score -2113144 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7323 members Mstep: Class 2 contains 7161 members Entering Unmasked Estep Score: -2113504.000000 Penalty: 4752.076660 Iteration 3F: 3 clusters Score -2113504 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7306 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -2113818.250000 Penalty: 4752.076660 Iteration 4Q: 3 clusters Score -2113818 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7269 members Mstep: Class 2 contains 7215 members Entering Unmasked Estep Score: -2114118.000000 Penalty: 4752.076660 Iteration 5Q: 3 clusters Score -2114118 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 7276 members Entering Unmasked Estep Score: -2114405.250000 Penalty: 4752.076660 Iteration 6Q: 3 clusters Score -2114405 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 7403 members Entering Unmasked Estep Score: -2114755.500000 Penalty: 4752.076660 Iteration 7Q: 3 clusters Score -2114756 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 7576 members Entering Unmasked Estep Score: -2115087.500000 Penalty: 4752.076660 Iteration 8Q: 3 clusters Score -2115088 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6737 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -2115402.750000 Penalty: 4752.076660 Iteration 9Q: 3 clusters Score -2115403 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 7931 members Entering Unmasked Estep Score: -2115684.000000 Penalty: 4752.076660 Iteration 10Q: 3 clusters Score -2115684 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 8126 members Entering Unmasked Estep Score: -2115892.750000 Penalty: 4752.076660 Iteration 11Q: 3 clusters Score -2115893 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6132 members Mstep: Class 2 contains 8352 members Entering Unmasked Estep Score: -2116061.750000 Penalty: 4752.076660 Iteration 12Q: 3 clusters Score -2116062 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 8534 members Entering Unmasked Estep Score: -2116165.250000 Penalty: 4752.076660 Iteration 13Q: 3 clusters Score -2116165 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5768 members Mstep: Class 2 contains 8716 members Entering Unmasked Estep Score: -2116249.500000 Penalty: 4752.076660 Iteration 14Q: 3 clusters Score -2116250 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 8888 members Entering Unmasked Estep Score: -2116305.750000 Penalty: 4752.076660 Iteration 15Q: 3 clusters Score -2116306 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 9054 members Entering Unmasked Estep Score: -2116357.500000 Penalty: 4752.076660 Iteration 16Q: 3 clusters Score -2116358 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 9230 members Entering Unmasked Estep Score: -2116400.000000 Penalty: 4752.076660 Iteration 17Q: 3 clusters Score -2116400 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 9397 members Entering Unmasked Estep Score: -2116448.500000 Penalty: 4752.076660 Iteration 18Q: 3 clusters Score -2116448 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 9553 members Entering Unmasked Estep Score: -2116479.500000 Penalty: 4752.076660 Iteration 19Q: 3 clusters Score -2116480 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 9724 members Entering Unmasked Estep Score: -2116525.500000 Penalty: 4752.076660 Iteration 20F: 3 clusters Score -2116526 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 9887 members Entering Unmasked Estep Score: -2116564.750000 Penalty: 4752.076660 Iteration 21Q: 3 clusters Score -2116565 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 10058 members Entering Unmasked Estep Score: -2116605.250000 Penalty: 4752.076660 Iteration 22Q: 3 clusters Score -2116605 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 10226 members Entering Unmasked Estep Score: -2116653.000000 Penalty: 4752.076660 Iteration 23Q: 3 clusters Score -2116653 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 10405 members Entering Unmasked Estep Score: -2116712.750000 Penalty: 4752.076660 Iteration 24Q: 3 clusters Score -2116713 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 10610 members Entering Unmasked Estep Score: -2116773.250000 Penalty: 4752.076660 Iteration 25Q: 3 clusters Score -2116773 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 10804 members Entering Unmasked Estep Score: -2116835.000000 Penalty: 4752.076660 Iteration 26Q: 3 clusters Score -2116835 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 11022 members Entering Unmasked Estep Score: -2116901.250000 Penalty: 4752.076660 Iteration 27Q: 3 clusters Score -2116901 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 11244 members Entering Unmasked Estep Score: -2116986.250000 Penalty: 4752.076660 Iteration 28Q: 3 clusters Score -2116986 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 11481 members Entering Unmasked Estep Score: -2117081.500000 Penalty: 4752.076660 Iteration 29Q: 3 clusters Score -2117082 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 11763 members Entering Unmasked Estep Score: -2117217.750000 Penalty: 4752.076660 Iteration 30Q: 3 clusters Score -2117218 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 12024 members Entering Unmasked Estep Score: -2117344.500000 Penalty: 4752.076660 Iteration 31Q: 3 clusters Score -2117344 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 12273 members Entering Unmasked Estep Score: -2117457.750000 Penalty: 4752.076660 Iteration 32Q: 3 clusters Score -2117458 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 12489 members Entering Unmasked Estep Score: -2117558.000000 Penalty: 4752.076660 Iteration 33Q: 3 clusters Score -2117558 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 12687 members Entering Unmasked Estep Score: -2117643.250000 Penalty: 4752.076660 Iteration 34Q: 3 clusters Score -2117643 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 12841 members Entering Unmasked Estep Score: -2117717.750000 Penalty: 4752.076660 Iteration 35Q: 3 clusters Score -2117718 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 12973 members Entering Unmasked Estep Score: -2117788.750000 Penalty: 4752.076660 Iteration 36Q: 3 clusters Score -2117789 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 13089 members Entering Unmasked Estep Score: -2117833.250000 Penalty: 4752.076660 Iteration 37Q: 3 clusters Score -2117833 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 13176 members Entering Unmasked Estep Score: -2117878.250000 Penalty: 4752.076660 Iteration 38Q: 3 clusters Score -2117878 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 13267 members Entering Unmasked Estep Score: -2117918.250000 Penalty: 4752.076660 Iteration 39Q: 3 clusters Score -2117918 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 13337 members Entering Unmasked Estep Score: -2117955.750000 Penalty: 4752.076660 Iteration 40F: 3 clusters Score -2117956 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 13402 members Entering Unmasked Estep Score: -2117989.750000 Penalty: 4752.076660 Iteration 41Q: 3 clusters Score -2117990 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 13446 members Entering Unmasked Estep Score: -2118006.500000 Penalty: 4752.076660 Iteration 42Q: 3 clusters Score -2118006 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 13483 members Entering Unmasked Estep Score: -2118033.250000 Penalty: 4752.076660 Iteration 43Q: 3 clusters Score -2118033 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 13519 members Entering Unmasked Estep Score: -2118045.250000 Penalty: 4752.076660 Iteration 44Q: 3 clusters Score -2118045 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 13549 members Entering Unmasked Estep Score: -2118064.750000 Penalty: 4752.076660 Iteration 45Q: 3 clusters Score -2118065 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 13573 members Entering Unmasked Estep Score: -2118079.000000 Penalty: 4752.076660 Iteration 46Q: 3 clusters Score -2118079 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 13598 members Entering Unmasked Estep Score: -2118091.250000 Penalty: 4752.076660 Iteration 47Q: 3 clusters Score -2118091 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 13618 members Entering Unmasked Estep Score: -2118099.250000 Penalty: 4752.076660 Iteration 48Q: 3 clusters Score -2118099 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 13642 members Entering Unmasked Estep Score: -2118105.500000 Penalty: 4752.076660 Iteration 49Q: 3 clusters Score -2118106 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 13662 members Entering Unmasked Estep Score: -2118116.500000 Penalty: 4752.076660 Iteration 50Q: 3 clusters Score -2118116 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 13674 members Entering Unmasked Estep Score: -2118124.250000 Penalty: 4752.076660 Iteration 51Q: 3 clusters Score -2118124 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 13681 members Entering Unmasked Estep Score: -2118124.250000 Penalty: 4752.076660 Iteration 52Q: 3 clusters Score -2118124 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 13688 members Entering Unmasked Estep Score: -2118129.000000 Penalty: 4752.076660 Iteration 53Q: 3 clusters Score -2118129 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 13696 members Entering Unmasked Estep Score: -2118128.750000 Penalty: 4752.076660 Iteration 54Q: 3 clusters Score -2118129 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 13699 members Entering Unmasked Estep Score: -2118133.750000 Penalty: 4752.076660 Iteration 55Q: 3 clusters Score -2118134 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 13703 members Entering Unmasked Estep Score: -2118136.000000 Penalty: 4752.076660 Iteration 56Q: 3 clusters Score -2118136 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 13706 members Entering Unmasked Estep Score: -2118137.500000 Penalty: 4752.076660 Iteration 57Q: 3 clusters Score -2118138 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 13709 members Entering Unmasked Estep Score: -2118136.250000 Penalty: 4752.076660 Iteration 58Q: 3 clusters Score -2118136 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 13712 members Entering Unmasked Estep Score: -2118136.000000 Penalty: 4752.076660 Iteration 59Q: 3 clusters Score -2118136 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 13715 members Entering Unmasked Estep Score: -2118138.250000 Penalty: 4752.076660 Iteration 60F: 3 clusters Score -2118138 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 13717 members Entering Unmasked Estep Score: -2118137.000000 Penalty: 4752.076660 Iteration 61Q: 3 clusters Score -2118137 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 13720 members Entering Unmasked Estep Score: -2118141.750000 Penalty: 4752.076660 Iteration 62Q: 3 clusters Score -2118142 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 13720 members Entering Unmasked Estep Score: -2118141.750000 Penalty: 4752.076660 Iteration 63F: 3 clusters Score -2118142 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2703 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3698 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7967 members Mstep: Class 12 contains 5644 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23516 members Mstep: Class 15 contains 27260 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7942 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4318 members Mstep: Class 25 contains 6841 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12762 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5828 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4728 members Mstep: Class 37 contains 14484 members Entering Unmasked Estep ConsiderDeletion Score: -65627996.000000 Penalty: 119321.156250 Iteration 159Q: 38 clusters Score -6.5628e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9314 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2703 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3698 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7966 members Mstep: Class 12 contains 5644 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23513 members Mstep: Class 15 contains 27265 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7937 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4321 members Mstep: Class 25 contains 6829 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12757 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5828 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4730 members Mstep: Class 37 contains 14499 members Entering Unmasked Estep ConsiderDeletion Score: -65628008.000000 Penalty: 119321.156250 Iteration 160F: 38 clusters Score -6.562801e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2703 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3698 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7966 members Mstep: Class 12 contains 5644 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23512 members Mstep: Class 15 contains 27266 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7936 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4323 members Mstep: Class 25 contains 6817 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12757 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5827 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4732 members Mstep: Class 37 contains 14510 members Entering Unmasked Estep ConsiderDeletion Score: -65627980.000000 Penalty: 119321.156250 Iteration 161Q: 38 clusters Score -6.562798e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9311 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2701 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3699 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7966 members Mstep: Class 12 contains 5643 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23511 members Mstep: Class 15 contains 27268 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7933 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4324 members Mstep: Class 25 contains 6809 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12756 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5831 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4734 members Mstep: Class 37 contains 14518 members Entering Unmasked Estep ConsiderDeletion Score: -65627968.000000 Penalty: 119321.156250 Iteration 162Q: 38 clusters Score -6.562797e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2701 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3700 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7965 members Mstep: Class 12 contains 5643 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23511 members Mstep: Class 15 contains 27272 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7931 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4324 members Mstep: Class 25 contains 6797 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12752 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5832 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4734 members Mstep: Class 37 contains 14532 members Entering Unmasked Estep ConsiderDeletion Score: -65627944.000000 Penalty: 119321.156250 Iteration 163Q: 38 clusters Score -6.562794e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9309 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2701 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3699 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7965 members Mstep: Class 12 contains 5642 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23511 members Mstep: Class 15 contains 27274 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7924 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4324 members Mstep: Class 25 contains 6792 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12751 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5835 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4736 members Mstep: Class 37 contains 14541 members Entering Unmasked Estep ConsiderDeletion Score: -65627960.000000 Penalty: 119321.156250 Iteration 164Q: 38 clusters Score -6.562796e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9306 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2701 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3699 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7965 members Mstep: Class 12 contains 5643 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23510 members Mstep: Class 15 contains 27276 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7920 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4324 members Mstep: Class 25 contains 6778 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12749 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5838 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4740 members Mstep: Class 37 contains 14555 members Entering Unmasked Estep ConsiderDeletion Score: -65627940.000000 Penalty: 119321.156250 Iteration 165Q: 38 clusters Score -6.562794e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9302 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2701 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3700 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7966 members Mstep: Class 12 contains 5645 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23510 members Mstep: Class 15 contains 27277 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7918 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4324 members Mstep: Class 25 contains 6765 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12748 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5841 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4743 members Mstep: Class 37 contains 14564 members Entering Unmasked Estep ConsiderDeletion Score: -65627988.000000 Penalty: 119321.156250 Iteration 166Q: 38 clusters Score -6.562799e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9301 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2701 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3701 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7966 members Mstep: Class 12 contains 5645 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23508 members Mstep: Class 15 contains 27278 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7910 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4324 members Mstep: Class 25 contains 6756 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12747 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5843 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4745 members Mstep: Class 37 contains 14579 members Entering Unmasked Estep ConsiderDeletion Score: -65627948.000000 Penalty: 119321.156250 Iteration 167Q: 38 clusters Score -6.562795e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9300 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2701 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3700 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7966 members Mstep: Class 12 contains 5647 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23506 members Mstep: Class 15 contains 27280 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7902 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4324 members Mstep: Class 25 contains 6749 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12747 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5847 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4747 members Mstep: Class 37 contains 14588 members Entering Unmasked Estep ConsiderDeletion Score: -65627964.000000 Penalty: 119321.156250 Iteration 168Q: 38 clusters Score -6.562796e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9299 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2700 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3700 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7966 members Mstep: Class 12 contains 5647 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23506 members Mstep: Class 15 contains 27280 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7894 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4324 members Mstep: Class 25 contains 6747 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12748 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5851 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4748 members Mstep: Class 37 contains 14594 members Entering Unmasked Estep ConsiderDeletion Score: -65627956.000000 Penalty: 119321.156250 Iteration 169Q: 38 clusters Score -6.562796e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9298 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2700 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3700 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7966 members Mstep: Class 12 contains 5648 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23506 members Mstep: Class 15 contains 27281 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7887 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4324 members Mstep: Class 25 contains 6745 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12748 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5854 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4749 members Mstep: Class 37 contains 14598 members Entering Unmasked Estep ConsiderDeletion Score: -65627964.000000 Penalty: 119321.156250 Iteration 170Q: 38 clusters Score -6.562796e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9297 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2699 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3700 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7966 members Mstep: Class 12 contains 5647 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 23505 members Mstep: Class 15 contains 27284 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7881 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4324 members Mstep: Class 25 contains 6746 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12746 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5855 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4751 members Mstep: Class 37 contains 14603 members Entering Unmasked Estep ConsiderDeletion Score: -65627992.000000 Penalty: 119321.156250 Iteration 171Q: 38 clusters Score -6.562799e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9297 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2699 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3700 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7965 members Mstep: Class 12 contains 5646 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23505 members Mstep: Class 15 contains 27284 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7878 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4324 members Mstep: Class 25 contains 6747 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12747 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5854 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4752 members Mstep: Class 37 contains 14607 members Entering Unmasked Estep ConsiderDeletion Score: -65627984.000000 Penalty: 119321.156250 Iteration 172Q: 38 clusters Score -6.562798e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2699 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3700 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7965 members Mstep: Class 12 contains 5645 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23505 members Mstep: Class 15 contains 27285 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7875 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4325 members Mstep: Class 25 contains 6747 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12747 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5854 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4752 members Mstep: Class 37 contains 14610 members Entering Unmasked Estep ConsiderDeletion Score: -65628020.000000 Penalty: 119321.156250 Iteration 173Q: 38 clusters Score -6.562802e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2699 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3700 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7965 members Mstep: Class 12 contains 5645 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23505 members Mstep: Class 15 contains 27287 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7870 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6992 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4325 members Mstep: Class 25 contains 6744 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12745 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5855 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4752 members Mstep: Class 37 contains 14616 members Entering Unmasked Estep ConsiderDeletion Score: -65628044.000000 Penalty: 119321.156250 Iteration 174Q: 38 clusters Score -6.562804e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2699 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3700 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7964 members Mstep: Class 12 contains 5645 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23505 members Mstep: Class 15 contains 27288 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7867 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6992 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4325 members Mstep: Class 25 contains 6744 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12744 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5858 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4752 members Mstep: Class 37 contains 14617 members Entering Unmasked Estep ConsiderDeletion Score: -65628060.000000 Penalty: 119321.156250 Iteration 175Q: 38 clusters Score -6.562806e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2699 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3700 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7964 members Mstep: Class 12 contains 5644 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23505 members Mstep: Class 15 contains 27289 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7867 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6992 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4325 members Mstep: Class 25 contains 6745 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12743 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5858 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4752 members Mstep: Class 37 contains 14617 members Entering Unmasked Estep ConsiderDeletion Score: -65628044.000000 Penalty: 119321.156250 Iteration 176Q: 38 clusters Score -6.562804e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2699 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3700 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7964 members Mstep: Class 12 contains 5644 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23505 members Mstep: Class 15 contains 27290 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7867 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6992 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4325 members Mstep: Class 25 contains 6745 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12742 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5858 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4752 members Mstep: Class 37 contains 14617 members Entering Unmasked Estep ConsiderDeletion Score: -65628044.000000 Penalty: 119321.156250 Iteration 177Q: 38 clusters Score -6.562804e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2699 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3700 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7964 members Mstep: Class 12 contains 5644 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23505 members Mstep: Class 15 contains 27292 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7867 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6992 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4325 members Mstep: Class 25 contains 6745 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12740 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5858 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4752 members Mstep: Class 37 contains 14617 members Entering Unmasked Estep ConsiderDeletion Score: -65628044.000000 Penalty: 119321.156250 Iteration 178Q: 38 clusters Score -6.562804e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2699 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3700 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7964 members Mstep: Class 12 contains 5644 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23505 members Mstep: Class 15 contains 27293 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7867 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6992 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4325 members Mstep: Class 25 contains 6745 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12739 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5858 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4752 members Mstep: Class 37 contains 14617 members Entering Unmasked Estep ConsiderDeletion Score: -65628052.000000 Penalty: 119321.156250 Iteration 179Q: 38 clusters Score -6.562805e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2699 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3700 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7964 members Mstep: Class 12 contains 5644 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23505 members Mstep: Class 15 contains 27293 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7867 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6992 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4325 members Mstep: Class 25 contains 6745 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12739 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5858 members Mstep: Class 30 contains 570 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4752 members Mstep: Class 37 contains 14617 members Entering Unmasked Estep ConsiderDeletion Score: -65628052.000000 Penalty: 119321.156250 Iteration 180F: 38 clusters Score -6.562805e+07 nChanged 0 Entering ConstructFrom: Score: -65628052.000000 Penalty: 119321.156250 Entering ConstructFrom: Trying to split cluster 1 (9296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9296 members Entering Unmasked Estep Score: -1325808.875000 Penalty: 2266.060303 Iteration 0F: 2 clusters Score -1325809 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -1318636.375000 Penalty: 4532.120605 Iteration 0F: 3 clusters Score -1318636 nChanged 3825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -1320815.500000 Penalty: 4532.120605 Iteration 1F: 3 clusters Score -1320816 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -1321335.250000 Penalty: 4532.120605 Iteration 2F: 3 clusters Score -1321335 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -1321872.625000 Penalty: 4532.120605 Iteration 3F: 3 clusters Score -1321873 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1322404.125000 Penalty: 4532.120605 Iteration 4F: 3 clusters Score -1322404 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -1322903.375000 Penalty: 4532.120605 Iteration 5F: 3 clusters Score -1322903 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -1323307.375000 Penalty: 4532.120605 Iteration 6F: 3 clusters Score -1323307 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -1323654.125000 Penalty: 4532.120605 Iteration 7F: 3 clusters Score -1323654 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -1323900.500000 Penalty: 4532.120605 Iteration 8Q: 3 clusters Score -1323900 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -1324095.750000 Penalty: 4532.120605 Iteration 9Q: 3 clusters Score -1324096 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -1324260.375000 Penalty: 4532.120605 Iteration 10Q: 3 clusters Score -1324260 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -1324408.875000 Penalty: 4532.120605 Iteration 11Q: 3 clusters Score -1324409 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6697 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -1324519.750000 Penalty: 4532.120605 Iteration 12Q: 3 clusters Score -1324520 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -1324628.500000 Penalty: 4532.120605 Iteration 13Q: 3 clusters Score -1324628 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -1324722.125000 Penalty: 4532.120605 Iteration 14Q: 3 clusters Score -1324722 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7038 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -1324811.250000 Penalty: 4532.120605 Iteration 15Q: 3 clusters Score -1324811 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7129 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -1324885.375000 Penalty: 4532.120605 Iteration 16Q: 3 clusters Score -1324885 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7214 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -1324946.000000 Penalty: 4532.120605 Iteration 17Q: 3 clusters Score -1324946 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -1324988.000000 Penalty: 4532.120605 Iteration 18Q: 3 clusters Score -1324988 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7325 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -1325012.375000 Penalty: 4532.120605 Iteration 19Q: 3 clusters Score -1325012 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -1325030.875000 Penalty: 4532.120605 Iteration 20F: 3 clusters Score -1325031 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -1325046.625000 Penalty: 4532.120605 Iteration 21Q: 3 clusters Score -1325047 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7407 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -1325056.000000 Penalty: 4532.120605 Iteration 22Q: 3 clusters Score -1325056 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -1325059.375000 Penalty: 4532.120605 Iteration 23Q: 3 clusters Score -1325059 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7439 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -1325068.875000 Penalty: 4532.120605 Iteration 24Q: 3 clusters Score -1325069 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -1325074.625000 Penalty: 4532.120605 Iteration 25Q: 3 clusters Score -1325075 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -1325074.375000 Penalty: 4532.120605 Iteration 26Q: 3 clusters Score -1325074 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7466 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -1325080.250000 Penalty: 4532.120605 Iteration 27Q: 3 clusters Score -1325080 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7469 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -1325081.750000 Penalty: 4532.120605 Iteration 28Q: 3 clusters Score -1325082 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7475 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -1325083.500000 Penalty: 4532.120605 Iteration 29Q: 3 clusters Score -1325084 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7482 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -1325087.875000 Penalty: 4532.120605 Iteration 30Q: 3 clusters Score -1325088 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -1325086.500000 Penalty: 4532.120605 Iteration 31Q: 3 clusters Score -1325086 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7494 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -1325089.375000 Penalty: 4532.120605 Iteration 32Q: 3 clusters Score -1325089 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7495 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -1325089.500000 Penalty: 4532.120605 Iteration 33Q: 3 clusters Score -1325090 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7500 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -1325092.500000 Penalty: 4532.120605 Iteration 34Q: 3 clusters Score -1325092 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7504 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -1325092.125000 Penalty: 4532.120605 Iteration 35Q: 3 clusters Score -1325092 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7509 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -1325094.125000 Penalty: 4532.120605 Iteration 36Q: 3 clusters Score -1325094 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7510 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -1325093.250000 Penalty: 4532.120605 Iteration 37Q: 3 clusters Score -1325093 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -1325093.750000 Penalty: 4532.120605 Iteration 38Q: 3 clusters Score -1325094 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7513 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -1325096.125000 Penalty: 4532.120605 Iteration 39Q: 3 clusters Score -1325096 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7515 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -1325093.500000 Penalty: 4532.120605 Iteration 40F: 3 clusters Score -1325094 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -1325094.250000 Penalty: 4532.120605 Iteration 41Q: 3 clusters Score -1325094 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -1325094.500000 Penalty: 4532.120605 Iteration 42Q: 3 clusters Score -1325094 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -1325094.500000 Penalty: 4532.120605 Iteration 43F: 3 clusters Score -1325094 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (6099 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Entering Unmasked Estep Score: -890306.125000 Penalty: 2161.538330 Iteration 0F: 2 clusters Score -890306.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -885100.750000 Penalty: 4323.076660 Iteration 0F: 3 clusters Score -885100.8 nChanged 2376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -886372.687500 Penalty: 4323.076660 Iteration 1F: 3 clusters Score -886372.7 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -886634.562500 Penalty: 4323.076660 Iteration 2F: 3 clusters Score -886634.6 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -886822.625000 Penalty: 4323.076660 Iteration 3F: 3 clusters Score -886822.6 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -886966.562500 Penalty: 4323.076660 Iteration 4Q: 3 clusters Score -886966.6 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -887138.375000 Penalty: 4323.076660 Iteration 5Q: 3 clusters Score -887138.4 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -887309.937500 Penalty: 4323.076660 Iteration 6Q: 3 clusters Score -887309.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -887505.250000 Penalty: 4323.076660 Iteration 7Q: 3 clusters Score -887505.2 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -887708.437500 Penalty: 4323.076660 Iteration 8Q: 3 clusters Score -887708.4 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -887991.000000 Penalty: 4323.076660 Iteration 9Q: 3 clusters Score -887991 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -888276.125000 Penalty: 4323.076660 Iteration 10Q: 3 clusters Score -888276.1 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -888508.625000 Penalty: 4323.076660 Iteration 11Q: 3 clusters Score -888508.6 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -888696.187500 Penalty: 4323.076660 Iteration 12Q: 3 clusters Score -888696.2 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -888837.375000 Penalty: 4323.076660 Iteration 13Q: 3 clusters Score -888837.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -888924.375000 Penalty: 4323.076660 Iteration 14Q: 3 clusters Score -888924.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -888976.125000 Penalty: 4323.076660 Iteration 15Q: 3 clusters Score -888976.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -889010.187500 Penalty: 4323.076660 Iteration 16Q: 3 clusters Score -889010.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -889037.562500 Penalty: 4323.076660 Iteration 17Q: 3 clusters Score -889037.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -889063.562500 Penalty: 4323.076660 Iteration 18Q: 3 clusters Score -889063.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -889097.062500 Penalty: 4323.076660 Iteration 19Q: 3 clusters Score -889097.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -889144.375000 Penalty: 4323.076660 Iteration 20F: 3 clusters Score -889144.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -889195.625000 Penalty: 4323.076660 Iteration 21Q: 3 clusters Score -889195.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -889293.250000 Penalty: 4323.076660 Iteration 22Q: 3 clusters Score -889293.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -889363.937500 Penalty: 4323.076660 Iteration 23Q: 3 clusters Score -889363.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -889424.062500 Penalty: 4323.076660 Iteration 24Q: 3 clusters Score -889424.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -889478.125000 Penalty: 4323.076660 Iteration 25Q: 3 clusters Score -889478.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -889527.750000 Penalty: 4323.076660 Iteration 26Q: 3 clusters Score -889527.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -889556.000000 Penalty: 4323.076660 Iteration 27Q: 3 clusters Score -889556 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -889571.187500 Penalty: 4323.076660 Iteration 28Q: 3 clusters Score -889571.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -889579.937500 Penalty: 4323.076660 Iteration 29Q: 3 clusters Score -889579.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -889587.000000 Penalty: 4323.076660 Iteration 30Q: 3 clusters Score -889587 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -889589.187500 Penalty: 4323.076660 Iteration 31Q: 3 clusters Score -889589.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -889593.375000 Penalty: 4323.076660 Iteration 32Q: 3 clusters Score -889593.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -889594.812500 Penalty: 4323.076660 Iteration 33Q: 3 clusters Score -889594.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -889594.812500 Penalty: 4323.076660 Iteration 34F: 3 clusters Score -889594.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Entering Unmasked Estep Score: -388389.000000 Penalty: 1959.357910 Iteration 0F: 2 clusters Score -388389 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -385362.656250 Penalty: 3918.715820 Iteration 0F: 3 clusters Score -385362.7 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -385985.812500 Penalty: 3918.715820 Iteration 1F: 3 clusters Score -385985.8 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -386159.593750 Penalty: 3918.715820 Iteration 2F: 3 clusters Score -386159.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -386277.687500 Penalty: 3918.715820 Iteration 3F: 3 clusters Score -386277.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -386360.406250 Penalty: 3918.715820 Iteration 4Q: 3 clusters Score -386360.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -386422.250000 Penalty: 3918.715820 Iteration 5Q: 3 clusters Score -386422.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -386471.750000 Penalty: 3918.715820 Iteration 6Q: 3 clusters Score -386471.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -386523.625000 Penalty: 3918.715820 Iteration 7Q: 3 clusters Score -386523.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -386579.125000 Penalty: 3918.715820 Iteration 8Q: 3 clusters Score -386579.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -386627.625000 Penalty: 3918.715820 Iteration 9Q: 3 clusters Score -386627.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -386663.093750 Penalty: 3918.715820 Iteration 10Q: 3 clusters Score -386663.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -386688.937500 Penalty: 3918.715820 Iteration 11Q: 3 clusters Score -386688.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -386716.437500 Penalty: 3918.715820 Iteration 12Q: 3 clusters Score -386716.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -386743.250000 Penalty: 3918.715820 Iteration 13Q: 3 clusters Score -386743.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -386760.406250 Penalty: 3918.715820 Iteration 14Q: 3 clusters Score -386760.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -386775.156250 Penalty: 3918.715820 Iteration 15Q: 3 clusters Score -386775.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -386788.906250 Penalty: 3918.715820 Iteration 16Q: 3 clusters Score -386788.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -386795.687500 Penalty: 3918.715820 Iteration 17Q: 3 clusters Score -386795.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -386799.781250 Penalty: 3918.715820 Iteration 18Q: 3 clusters Score -386799.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -386802.562500 Penalty: 3918.715820 Iteration 19Q: 3 clusters Score -386802.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -386803.875000 Penalty: 3918.715820 Iteration 20F: 3 clusters Score -386803.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -386805.125000 Penalty: 3918.715820 Iteration 21Q: 3 clusters Score -386805.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -386805.781250 Penalty: 3918.715820 Iteration 22Q: 3 clusters Score -386805.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -386808.125000 Penalty: 3918.715820 Iteration 23Q: 3 clusters Score -386808.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -386809.843750 Penalty: 3918.715820 Iteration 24Q: 3 clusters Score -386809.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -386813.937500 Penalty: 3918.715820 Iteration 25Q: 3 clusters Score -386813.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -386816.406250 Penalty: 3918.715820 Iteration 26Q: 3 clusters Score -386816.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -386817.062500 Penalty: 3918.715820 Iteration 27Q: 3 clusters Score -386817.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -386818.187500 Penalty: 3918.715820 Iteration 28Q: 3 clusters Score -386818.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -386819.750000 Penalty: 3918.715820 Iteration 29Q: 3 clusters Score -386819.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -386821.687500 Penalty: 3918.715820 Iteration 30Q: 3 clusters Score -386821.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -386823.843750 Penalty: 3918.715820 Iteration 31Q: 3 clusters Score -386823.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -386824.187500 Penalty: 3918.715820 Iteration 32Q: 3 clusters Score -386824.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -386825.031250 Penalty: 3918.715820 Iteration 33Q: 3 clusters Score -386825 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -386826.531250 Penalty: 3918.715820 Iteration 34Q: 3 clusters Score -386826.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -386826.812500 Penalty: 3918.715820 Iteration 35Q: 3 clusters Score -386826.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -386828.031250 Penalty: 3918.715820 Iteration 36Q: 3 clusters Score -386828 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -386828.687500 Penalty: 3918.715820 Iteration 37Q: 3 clusters Score -386828.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -386829.500000 Penalty: 3918.715820 Iteration 38Q: 3 clusters Score -386829.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -386829.031250 Penalty: 3918.715820 Iteration 39Q: 3 clusters Score -386829 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -386829.031250 Penalty: 3918.715820 Iteration 40F: 3 clusters Score -386829 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Entering Unmasked Estep Score: -224021.390625 Penalty: 1815.818726 Iteration 0F: 2 clusters Score -224021.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -221766.937500 Penalty: 3631.637451 Iteration 0F: 3 clusters Score -221766.9 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -222188.921875 Penalty: 3631.637451 Iteration 1F: 3 clusters Score -222188.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -222385.843750 Penalty: 3631.637451 Iteration 2F: 3 clusters Score -222385.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -222592.437500 Penalty: 3631.637451 Iteration 3F: 3 clusters Score -222592.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -222829.171875 Penalty: 3631.637451 Iteration 4F: 3 clusters Score -222829.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -223053.468750 Penalty: 3631.637451 Iteration 5F: 3 clusters Score -223053.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -223257.343750 Penalty: 3631.637451 Iteration 6F: 3 clusters Score -223257.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -223370.453125 Penalty: 3631.637451 Iteration 7Q: 3 clusters Score -223370.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -223438.656250 Penalty: 3631.637451 Iteration 8Q: 3 clusters Score -223438.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -223459.781250 Penalty: 3631.637451 Iteration 9Q: 3 clusters Score -223459.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -223472.312500 Penalty: 3631.637451 Iteration 10Q: 3 clusters Score -223472.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -223474.984375 Penalty: 3631.637451 Iteration 11Q: 3 clusters Score -223475 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -223474.984375 Penalty: 3631.637451 Iteration 12F: 3 clusters Score -223475 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3700 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Entering Unmasked Estep Score: -564248.750000 Penalty: 2037.589844 Iteration 0F: 2 clusters Score -564248.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -560595.812500 Penalty: 4075.179688 Iteration 0F: 3 clusters Score -560595.8 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -561376.187500 Penalty: 4075.179688 Iteration 1F: 3 clusters Score -561376.2 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -561553.562500 Penalty: 4075.179688 Iteration 2F: 3 clusters Score -561553.6 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -561639.250000 Penalty: 4075.179688 Iteration 3Q: 3 clusters Score -561639.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -561700.312500 Penalty: 4075.179688 Iteration 4Q: 3 clusters Score -561700.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -561749.562500 Penalty: 4075.179688 Iteration 5Q: 3 clusters Score -561749.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -561781.937500 Penalty: 4075.179688 Iteration 6Q: 3 clusters Score -561781.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -561804.937500 Penalty: 4075.179688 Iteration 7Q: 3 clusters Score -561804.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -561823.500000 Penalty: 4075.179688 Iteration 8Q: 3 clusters Score -561823.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -561843.812500 Penalty: 4075.179688 Iteration 9Q: 3 clusters Score -561843.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -561865.625000 Penalty: 4075.179688 Iteration 10Q: 3 clusters Score -561865.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -561890.750000 Penalty: 4075.179688 Iteration 11Q: 3 clusters Score -561890.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -561920.562500 Penalty: 4075.179688 Iteration 12Q: 3 clusters Score -561920.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -561944.312500 Penalty: 4075.179688 Iteration 13Q: 3 clusters Score -561944.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -561973.875000 Penalty: 4075.179688 Iteration 14Q: 3 clusters Score -561973.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -562002.000000 Penalty: 4075.179688 Iteration 15Q: 3 clusters Score -562002 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -562031.250000 Penalty: 4075.179688 Iteration 16Q: 3 clusters Score -562031.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -562061.625000 Penalty: 4075.179688 Iteration 17Q: 3 clusters Score -562061.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -562101.687500 Penalty: 4075.179688 Iteration 18Q: 3 clusters Score -562101.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -562144.375000 Penalty: 4075.179688 Iteration 19Q: 3 clusters Score -562144.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -562188.875000 Penalty: 4075.179688 Iteration 20F: 3 clusters Score -562188.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -562234.687500 Penalty: 4075.179688 Iteration 21Q: 3 clusters Score -562234.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -562277.437500 Penalty: 4075.179688 Iteration 22Q: 3 clusters Score -562277.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -562314.750000 Penalty: 4075.179688 Iteration 23Q: 3 clusters Score -562314.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -562359.937500 Penalty: 4075.179688 Iteration 24Q: 3 clusters Score -562359.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -562390.437500 Penalty: 4075.179688 Iteration 25Q: 3 clusters Score -562390.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -562421.562500 Penalty: 4075.179688 Iteration 26Q: 3 clusters Score -562421.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -562453.312500 Penalty: 4075.179688 Iteration 27Q: 3 clusters Score -562453.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -562483.625000 Penalty: 4075.179688 Iteration 28Q: 3 clusters Score -562483.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -562517.375000 Penalty: 4075.179688 Iteration 29Q: 3 clusters Score -562517.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -562542.812500 Penalty: 4075.179688 Iteration 30Q: 3 clusters Score -562542.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -562562.437500 Penalty: 4075.179688 Iteration 31Q: 3 clusters Score -562562.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -562581.500000 Penalty: 4075.179688 Iteration 32Q: 3 clusters Score -562581.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -562599.500000 Penalty: 4075.179688 Iteration 33Q: 3 clusters Score -562599.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -562616.125000 Penalty: 4075.179688 Iteration 34Q: 3 clusters Score -562616.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -562632.500000 Penalty: 4075.179688 Iteration 35Q: 3 clusters Score -562632.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -562652.750000 Penalty: 4075.179688 Iteration 36Q: 3 clusters Score -562652.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -562675.062500 Penalty: 4075.179688 Iteration 37Q: 3 clusters Score -562675.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -562703.000000 Penalty: 4075.179688 Iteration 38Q: 3 clusters Score -562703 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -562722.062500 Penalty: 4075.179688 Iteration 39Q: 3 clusters Score -562722.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -562733.125000 Penalty: 4075.179688 Iteration 40F: 3 clusters Score -562733.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -562738.250000 Penalty: 4075.179688 Iteration 41Q: 3 clusters Score -562738.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -562739.125000 Penalty: 4075.179688 Iteration 42Q: 3 clusters Score -562739.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -562739.812500 Penalty: 4075.179688 Iteration 43Q: 3 clusters Score -562739.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -562739.812500 Penalty: 4075.179688 Iteration 44F: 3 clusters Score -562739.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (29387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29387 members Entering Unmasked Estep Score: -4340331.000000 Penalty: 2551.500488 Iteration 0F: 2 clusters Score -4340331 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14857 members Mstep: Class 2 contains 14530 members Entering Unmasked Estep Score: -4320176.000000 Penalty: 5103.000977 Iteration 0F: 3 clusters Score -4320176 nChanged 13218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15847 members Mstep: Class 2 contains 13540 members Entering Unmasked Estep Score: -4327570.000000 Penalty: 5103.000977 Iteration 1F: 3 clusters Score -4327570 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16384 members Mstep: Class 2 contains 13003 members Entering Unmasked Estep Score: -4328241.000000 Penalty: 5103.000977 Iteration 2F: 3 clusters Score -4328241 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17088 members Mstep: Class 2 contains 12299 members Entering Unmasked Estep Score: -4328924.000000 Penalty: 5103.000977 Iteration 3F: 3 clusters Score -4328924 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17958 members Mstep: Class 2 contains 11429 members Entering Unmasked Estep Score: -4329609.500000 Penalty: 5103.000977 Iteration 4Q: 3 clusters Score -4329610 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19016 members Mstep: Class 2 contains 10371 members Entering Unmasked Estep Score: -4330388.500000 Penalty: 5103.000977 Iteration 5F: 3 clusters Score -4330388 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20278 members Mstep: Class 2 contains 9109 members Entering Unmasked Estep Score: -4331307.000000 Penalty: 5103.000977 Iteration 6F: 3 clusters Score -4331307 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21805 members Mstep: Class 2 contains 7582 members Entering Unmasked Estep Score: -4332494.500000 Penalty: 5103.000977 Iteration 7F: 3 clusters Score -4332494 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23458 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -4333915.000000 Penalty: 5103.000977 Iteration 8F: 3 clusters Score -4333915 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24941 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -4335222.000000 Penalty: 5103.000977 Iteration 9F: 3 clusters Score -4335222 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26154 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -4336275.500000 Penalty: 5103.000977 Iteration 10Q: 3 clusters Score -4336276 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27029 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -4337022.500000 Penalty: 5103.000977 Iteration 11Q: 3 clusters Score -4337022 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27609 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -4337492.500000 Penalty: 5103.000977 Iteration 12Q: 3 clusters Score -4337492 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27983 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -4337778.000000 Penalty: 5103.000977 Iteration 13Q: 3 clusters Score -4337778 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28214 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -4337954.000000 Penalty: 5103.000977 Iteration 14Q: 3 clusters Score -4337954 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28356 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -4338047.000000 Penalty: 5103.000977 Iteration 15Q: 3 clusters Score -4338047 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28477 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -4338123.500000 Penalty: 5103.000977 Iteration 16Q: 3 clusters Score -4338124 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28552 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -4338176.500000 Penalty: 5103.000977 Iteration 17Q: 3 clusters Score -4338176 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28611 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -4338217.000000 Penalty: 5103.000977 Iteration 18Q: 3 clusters Score -4338217 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28651 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -4338240.500000 Penalty: 5103.000977 Iteration 19Q: 3 clusters Score -4338240 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28682 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -4338270.500000 Penalty: 5103.000977 Iteration 20F: 3 clusters Score -4338270 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28710 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -4338288.500000 Penalty: 5103.000977 Iteration 21Q: 3 clusters Score -4338288 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28727 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -4338296.500000 Penalty: 5103.000977 Iteration 22Q: 3 clusters Score -4338296 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28738 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -4338306.000000 Penalty: 5103.000977 Iteration 23Q: 3 clusters Score -4338306 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28744 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -4338310.500000 Penalty: 5103.000977 Iteration 24Q: 3 clusters Score -4338310 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28745 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -4338310.000000 Penalty: 5103.000977 Iteration 25Q: 3 clusters Score -4338310 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28749 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -4338313.000000 Penalty: 5103.000977 Iteration 26Q: 3 clusters Score -4338313 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28755 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -4338321.000000 Penalty: 5103.000977 Iteration 27Q: 3 clusters Score -4338321 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28758 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -4338330.500000 Penalty: 5103.000977 Iteration 28Q: 3 clusters Score -4338330 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28757 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -4338325.500000 Penalty: 5103.000977 Iteration 29Q: 3 clusters Score -4338326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28758 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -4338327.500000 Penalty: 5103.000977 Iteration 30Q: 3 clusters Score -4338328 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28761 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -4338333.500000 Penalty: 5103.000977 Iteration 31Q: 3 clusters Score -4338334 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28765 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -4338332.000000 Penalty: 5103.000977 Iteration 32Q: 3 clusters Score -4338332 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28765 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -4338331.500000 Penalty: 5103.000977 Iteration 33Q: 3 clusters Score -4338332 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28767 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -4338331.000000 Penalty: 5103.000977 Iteration 34Q: 3 clusters Score -4338331 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28768 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -4338331.000000 Penalty: 5103.000977 Iteration 35Q: 3 clusters Score -4338331 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28768 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -4338331.000000 Penalty: 5103.000977 Iteration 36F: 3 clusters Score -4338331 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Entering Unmasked Estep Score: -81553.531250 Penalty: 1577.174316 Iteration 0F: 2 clusters Score -81553.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -80043.015625 Penalty: 3154.348633 Iteration 0F: 3 clusters Score -80043.02 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -80322.914062 Penalty: 3154.348633 Iteration 1F: 3 clusters Score -80322.91 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -80438.851562 Penalty: 3154.348633 Iteration 2F: 3 clusters Score -80438.85 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -80471.609375 Penalty: 3154.348633 Iteration 3Q: 3 clusters Score -80471.61 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -80510.437500 Penalty: 3154.348633 Iteration 4Q: 3 clusters Score -80510.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -80526.250000 Penalty: 3154.348633 Iteration 5Q: 3 clusters Score -80526.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -80619.406250 Penalty: 3154.348633 Iteration 6Q: 3 clusters Score -80619.41 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -80648.250000 Penalty: 3154.348633 Iteration 7Q: 3 clusters Score -80648.25 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -80687.226562 Penalty: 3154.348633 Iteration 8Q: 3 clusters Score -80687.23 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -80729.632812 Penalty: 3154.348633 Iteration 9Q: 3 clusters Score -80729.63 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -80802.031250 Penalty: 3154.348633 Iteration 10Q: 3 clusters Score -80802.03 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -80862.570312 Penalty: 3154.348633 Iteration 11Q: 3 clusters Score -80862.57 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -80894.187500 Penalty: 3154.348633 Iteration 12Q: 3 clusters Score -80894.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -80914.390625 Penalty: 3154.348633 Iteration 13Q: 3 clusters Score -80914.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -80951.484375 Penalty: 3154.348633 Iteration 14Q: 3 clusters Score -80951.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -80991.242188 Penalty: 3154.348633 Iteration 15Q: 3 clusters Score -80991.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -81012.945312 Penalty: 3154.348633 Iteration 16Q: 3 clusters Score -81012.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -81041.945312 Penalty: 3154.348633 Iteration 17Q: 3 clusters Score -81041.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -81048.812500 Penalty: 3154.348633 Iteration 18Q: 3 clusters Score -81048.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -81050.328125 Penalty: 3154.348633 Iteration 19Q: 3 clusters Score -81050.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -81059.250000 Penalty: 3154.348633 Iteration 20F: 3 clusters Score -81059.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -81109.304688 Penalty: 3154.348633 Iteration 21Q: 3 clusters Score -81109.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -81163.687500 Penalty: 3154.348633 Iteration 22Q: 3 clusters Score -81163.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -81192.898438 Penalty: 3154.348633 Iteration 23Q: 3 clusters Score -81192.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -81201.703125 Penalty: 3154.348633 Iteration 24Q: 3 clusters Score -81201.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -81201.703125 Penalty: 3154.348633 Iteration 25F: 3 clusters Score -81201.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Entering Unmasked Estep Score: -16134.891602 Penalty: 1267.772949 Iteration 0F: 2 clusters Score -16134.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -15253.083008 Penalty: 2535.545898 Iteration 0F: 3 clusters Score -15253.08 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -15362.441406 Penalty: 2535.545898 Iteration 1F: 3 clusters Score -15362.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -15395.977539 Penalty: 2535.545898 Iteration 2Q: 3 clusters Score -15395.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -15450.275391 Penalty: 2535.545898 Iteration 3Q: 3 clusters Score -15450.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -15515.907227 Penalty: 2535.545898 Iteration 4Q: 3 clusters Score -15515.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -15521.929688 Penalty: 2535.545898 Iteration 5Q: 3 clusters Score -15521.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -15521.929688 Penalty: 2535.545898 Iteration 6F: 3 clusters Score -15521.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Entering Unmasked Estep Score: -525051.562500 Penalty: 2034.011719 Iteration 0F: 2 clusters Score -525051.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -521387.031250 Penalty: 4068.023438 Iteration 0F: 3 clusters Score -521387 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -522200.656250 Penalty: 4068.023438 Iteration 1F: 3 clusters Score -522200.7 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -522413.093750 Penalty: 4068.023438 Iteration 2F: 3 clusters Score -522413.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -522540.062500 Penalty: 4068.023438 Iteration 3F: 3 clusters Score -522540.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -522635.281250 Penalty: 4068.023438 Iteration 4Q: 3 clusters Score -522635.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -522717.843750 Penalty: 4068.023438 Iteration 5Q: 3 clusters Score -522717.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -522789.343750 Penalty: 4068.023438 Iteration 6Q: 3 clusters Score -522789.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -522867.000000 Penalty: 4068.023438 Iteration 7Q: 3 clusters Score -522867 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -522941.093750 Penalty: 4068.023438 Iteration 8Q: 3 clusters Score -522941.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -523009.625000 Penalty: 4068.023438 Iteration 9Q: 3 clusters Score -523009.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -523056.500000 Penalty: 4068.023438 Iteration 10Q: 3 clusters Score -523056.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -523092.687500 Penalty: 4068.023438 Iteration 11Q: 3 clusters Score -523092.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -523121.625000 Penalty: 4068.023438 Iteration 12Q: 3 clusters Score -523121.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -523148.843750 Penalty: 4068.023438 Iteration 13Q: 3 clusters Score -523148.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -523177.906250 Penalty: 4068.023438 Iteration 14Q: 3 clusters Score -523177.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -523199.187500 Penalty: 4068.023438 Iteration 15Q: 3 clusters Score -523199.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -523220.593750 Penalty: 4068.023438 Iteration 16Q: 3 clusters Score -523220.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -523239.312500 Penalty: 4068.023438 Iteration 17Q: 3 clusters Score -523239.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -523248.562500 Penalty: 4068.023438 Iteration 18Q: 3 clusters Score -523248.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -523260.687500 Penalty: 4068.023438 Iteration 19Q: 3 clusters Score -523260.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -523268.843750 Penalty: 4068.023438 Iteration 20F: 3 clusters Score -523268.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -523274.875000 Penalty: 4068.023438 Iteration 21Q: 3 clusters Score -523274.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -523279.468750 Penalty: 4068.023438 Iteration 22Q: 3 clusters Score -523279.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -523282.812500 Penalty: 4068.023438 Iteration 23Q: 3 clusters Score -523282.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -523289.218750 Penalty: 4068.023438 Iteration 24Q: 3 clusters Score -523289.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -523293.281250 Penalty: 4068.023438 Iteration 25Q: 3 clusters Score -523293.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -523296.437500 Penalty: 4068.023438 Iteration 26Q: 3 clusters Score -523296.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -523298.937500 Penalty: 4068.023438 Iteration 27Q: 3 clusters Score -523298.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -523300.531250 Penalty: 4068.023438 Iteration 28Q: 3 clusters Score -523300.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -523301.718750 Penalty: 4068.023438 Iteration 29Q: 3 clusters Score -523301.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -523302.562500 Penalty: 4068.023438 Iteration 30Q: 3 clusters Score -523302.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -523303.593750 Penalty: 4068.023438 Iteration 31Q: 3 clusters Score -523303.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -523304.187500 Penalty: 4068.023438 Iteration 32Q: 3 clusters Score -523304.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -523304.406250 Penalty: 4068.023438 Iteration 33Q: 3 clusters Score -523304.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -523304.406250 Penalty: 4068.023438 Iteration 34F: 3 clusters Score -523304.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5154 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Entering Unmasked Estep Score: -747972.500000 Penalty: 2119.787109 Iteration 0F: 2 clusters Score -747972.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -743373.187500 Penalty: 4239.574219 Iteration 0F: 3 clusters Score -743373.2 nChanged 1988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -744600.437500 Penalty: 4239.574219 Iteration 1F: 3 clusters Score -744600.4 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -744955.500000 Penalty: 4239.574219 Iteration 2F: 3 clusters Score -744955.5 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -745234.312500 Penalty: 4239.574219 Iteration 3F: 3 clusters Score -745234.3 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -745475.312500 Penalty: 4239.574219 Iteration 4F: 3 clusters Score -745475.3 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -745726.875000 Penalty: 4239.574219 Iteration 5F: 3 clusters Score -745726.9 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -745987.375000 Penalty: 4239.574219 Iteration 6F: 3 clusters Score -745987.4 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -746270.187500 Penalty: 4239.574219 Iteration 7Q: 3 clusters Score -746270.2 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -746543.437500 Penalty: 4239.574219 Iteration 8Q: 3 clusters Score -746543.4 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -746779.125000 Penalty: 4239.574219 Iteration 9Q: 3 clusters Score -746779.1 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -746975.250000 Penalty: 4239.574219 Iteration 10Q: 3 clusters Score -746975.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -747141.312500 Penalty: 4239.574219 Iteration 11Q: 3 clusters Score -747141.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -747298.625000 Penalty: 4239.574219 Iteration 12Q: 3 clusters Score -747298.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -747422.812500 Penalty: 4239.574219 Iteration 13Q: 3 clusters Score -747422.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -747488.750000 Penalty: 4239.574219 Iteration 14Q: 3 clusters Score -747488.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -747526.875000 Penalty: 4239.574219 Iteration 15Q: 3 clusters Score -747526.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -747548.875000 Penalty: 4239.574219 Iteration 16Q: 3 clusters Score -747548.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -747558.687500 Penalty: 4239.574219 Iteration 17Q: 3 clusters Score -747558.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -747566.937500 Penalty: 4239.574219 Iteration 18Q: 3 clusters Score -747566.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -747571.125000 Penalty: 4239.574219 Iteration 19Q: 3 clusters Score -747571.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -747574.500000 Penalty: 4239.574219 Iteration 20F: 3 clusters Score -747574.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -747577.375000 Penalty: 4239.574219 Iteration 21Q: 3 clusters Score -747577.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -747577.187500 Penalty: 4239.574219 Iteration 22Q: 3 clusters Score -747577.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -747577.187500 Penalty: 4239.574219 Iteration 23Q: 3 clusters Score -747577.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -747578.687500 Penalty: 4239.574219 Iteration 24Q: 3 clusters Score -747578.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -747579.312500 Penalty: 4239.574219 Iteration 25Q: 3 clusters Score -747579.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -747578.375000 Penalty: 4239.574219 Iteration 26Q: 3 clusters Score -747578.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -747578.375000 Penalty: 4239.574219 Iteration 27F: 3 clusters Score -747578.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (7964 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Entering Unmasked Estep Score: -1228125.625000 Penalty: 2227.706299 Iteration 0F: 2 clusters Score -1228126 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -1221772.875000 Penalty: 4455.412598 Iteration 0F: 3 clusters Score -1221773 nChanged 3211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -1223473.625000 Penalty: 4455.412598 Iteration 1F: 3 clusters Score -1223474 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -1223788.625000 Penalty: 4455.412598 Iteration 2F: 3 clusters Score -1223789 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -1224024.250000 Penalty: 4455.412598 Iteration 3F: 3 clusters Score -1224024 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -1224205.375000 Penalty: 4455.412598 Iteration 4Q: 3 clusters Score -1224205 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -1224366.250000 Penalty: 4455.412598 Iteration 5Q: 3 clusters Score -1224366 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -1224496.625000 Penalty: 4455.412598 Iteration 6Q: 3 clusters Score -1224497 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -1224599.250000 Penalty: 4455.412598 Iteration 7Q: 3 clusters Score -1224599 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -1224679.000000 Penalty: 4455.412598 Iteration 8Q: 3 clusters Score -1224679 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -1224756.500000 Penalty: 4455.412598 Iteration 9Q: 3 clusters Score -1224756 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -1224828.625000 Penalty: 4455.412598 Iteration 10Q: 3 clusters Score -1224829 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -1224887.375000 Penalty: 4455.412598 Iteration 11Q: 3 clusters Score -1224887 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -1224937.750000 Penalty: 4455.412598 Iteration 12Q: 3 clusters Score -1224938 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -1224986.875000 Penalty: 4455.412598 Iteration 13Q: 3 clusters Score -1224987 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -1225040.750000 Penalty: 4455.412598 Iteration 14Q: 3 clusters Score -1225041 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -1225091.875000 Penalty: 4455.412598 Iteration 15Q: 3 clusters Score -1225092 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -1225154.125000 Penalty: 4455.412598 Iteration 16Q: 3 clusters Score -1225154 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -1225259.125000 Penalty: 4455.412598 Iteration 17Q: 3 clusters Score -1225259 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -1225399.375000 Penalty: 4455.412598 Iteration 18Q: 3 clusters Score -1225399 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -1225612.000000 Penalty: 4455.412598 Iteration 19Q: 3 clusters Score -1225612 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -1225882.250000 Penalty: 4455.412598 Iteration 20F: 3 clusters Score -1225882 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1226177.625000 Penalty: 4455.412598 Iteration 21Q: 3 clusters Score -1226178 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -1226523.375000 Penalty: 4455.412598 Iteration 22Q: 3 clusters Score -1226523 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -1226789.000000 Penalty: 4455.412598 Iteration 23Q: 3 clusters Score -1226789 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -1226961.500000 Penalty: 4455.412598 Iteration 24Q: 3 clusters Score -1226962 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -1227098.750000 Penalty: 4455.412598 Iteration 25Q: 3 clusters Score -1227099 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -1227203.125000 Penalty: 4455.412598 Iteration 26Q: 3 clusters Score -1227203 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -1227261.250000 Penalty: 4455.412598 Iteration 27Q: 3 clusters Score -1227261 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -1227301.250000 Penalty: 4455.412598 Iteration 28Q: 3 clusters Score -1227301 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -1227335.500000 Penalty: 4455.412598 Iteration 29Q: 3 clusters Score -1227336 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -1227363.875000 Penalty: 4455.412598 Iteration 30Q: 3 clusters Score -1227364 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -1227379.875000 Penalty: 4455.412598 Iteration 31Q: 3 clusters Score -1227380 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -1227399.500000 Penalty: 4455.412598 Iteration 32Q: 3 clusters Score -1227400 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 5024 members Entering Unmasked Estep Score: -1227410.000000 Penalty: 4455.412598 Iteration 33Q: 3 clusters Score -1227410 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -1227420.375000 Penalty: 4455.412598 Iteration 34Q: 3 clusters Score -1227420 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -1227429.500000 Penalty: 4455.412598 Iteration 35Q: 3 clusters Score -1227430 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1227436.125000 Penalty: 4455.412598 Iteration 36Q: 3 clusters Score -1227436 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -1227443.625000 Penalty: 4455.412598 Iteration 37Q: 3 clusters Score -1227444 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -1227447.500000 Penalty: 4455.412598 Iteration 38Q: 3 clusters Score -1227448 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -1227455.750000 Penalty: 4455.412598 Iteration 39Q: 3 clusters Score -1227456 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -1227460.250000 Penalty: 4455.412598 Iteration 40F: 3 clusters Score -1227460 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -1227465.875000 Penalty: 4455.412598 Iteration 41Q: 3 clusters Score -1227466 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 5239 members Entering Unmasked Estep Score: -1227468.625000 Penalty: 4455.412598 Iteration 42Q: 3 clusters Score -1227469 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -1227473.250000 Penalty: 4455.412598 Iteration 43Q: 3 clusters Score -1227473 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -1227473.875000 Penalty: 4455.412598 Iteration 44Q: 3 clusters Score -1227474 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -1227471.875000 Penalty: 4455.412598 Iteration 45Q: 3 clusters Score -1227472 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -1227474.000000 Penalty: 4455.412598 Iteration 46Q: 3 clusters Score -1227474 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -1227474.625000 Penalty: 4455.412598 Iteration 47Q: 3 clusters Score -1227475 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -1227476.125000 Penalty: 4455.412598 Iteration 48Q: 3 clusters Score -1227476 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -1227480.500000 Penalty: 4455.412598 Iteration 49Q: 3 clusters Score -1227480 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -1227482.750000 Penalty: 4455.412598 Iteration 50Q: 3 clusters Score -1227483 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -1227489.500000 Penalty: 4455.412598 Iteration 51Q: 3 clusters Score -1227490 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -1227492.875000 Penalty: 4455.412598 Iteration 52Q: 3 clusters Score -1227493 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -1227495.625000 Penalty: 4455.412598 Iteration 53Q: 3 clusters Score -1227496 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 5357 members Entering Unmasked Estep Score: -1227497.875000 Penalty: 4455.412598 Iteration 54Q: 3 clusters Score -1227498 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -1227500.375000 Penalty: 4455.412598 Iteration 55Q: 3 clusters Score -1227500 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 5375 members Entering Unmasked Estep Score: -1227502.375000 Penalty: 4455.412598 Iteration 56Q: 3 clusters Score -1227502 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -1227502.875000 Penalty: 4455.412598 Iteration 57Q: 3 clusters Score -1227503 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -1227503.125000 Penalty: 4455.412598 Iteration 58Q: 3 clusters Score -1227503 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 5385 members Entering Unmasked Estep Score: -1227507.750000 Penalty: 4455.412598 Iteration 59Q: 3 clusters Score -1227508 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -1227506.250000 Penalty: 4455.412598 Iteration 60F: 3 clusters Score -1227506 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -1227506.875000 Penalty: 4455.412598 Iteration 61Q: 3 clusters Score -1227507 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -1227507.500000 Penalty: 4455.412598 Iteration 62Q: 3 clusters Score -1227508 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -1227508.125000 Penalty: 4455.412598 Iteration 63Q: 3 clusters Score -1227508 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -1227506.750000 Penalty: 4455.412598 Iteration 64Q: 3 clusters Score -1227507 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -1227510.000000 Penalty: 4455.412598 Iteration 65Q: 3 clusters Score -1227510 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -1227507.250000 Penalty: 4455.412598 Iteration 66Q: 3 clusters Score -1227507 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -1227507.375000 Penalty: 4455.412598 Iteration 67Q: 3 clusters Score -1227507 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -1227509.750000 Penalty: 4455.412598 Iteration 68Q: 3 clusters Score -1227510 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -1227509.750000 Penalty: 4455.412598 Iteration 69F: 3 clusters Score -1227510 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Entering Unmasked Estep Score: -841416.437500 Penalty: 2142.310547 Iteration 0F: 2 clusters Score -841416.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -836475.625000 Penalty: 4284.621094 Iteration 0F: 3 clusters Score -836475.6 nChanged 2189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -837727.375000 Penalty: 4284.621094 Iteration 1F: 3 clusters Score -837727.4 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -838025.625000 Penalty: 4284.621094 Iteration 2F: 3 clusters Score -838025.6 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -838258.437500 Penalty: 4284.621094 Iteration 3F: 3 clusters Score -838258.4 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -838472.062500 Penalty: 4284.621094 Iteration 4F: 3 clusters Score -838472.1 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -838684.375000 Penalty: 4284.621094 Iteration 5F: 3 clusters Score -838684.4 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -838886.437500 Penalty: 4284.621094 Iteration 6Q: 3 clusters Score -838886.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -839071.125000 Penalty: 4284.621094 Iteration 7Q: 3 clusters Score -839071.1 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -839252.312500 Penalty: 4284.621094 Iteration 8Q: 3 clusters Score -839252.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -839397.687500 Penalty: 4284.621094 Iteration 9Q: 3 clusters Score -839397.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -839512.875000 Penalty: 4284.621094 Iteration 10Q: 3 clusters Score -839512.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -839608.375000 Penalty: 4284.621094 Iteration 11Q: 3 clusters Score -839608.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -839679.437500 Penalty: 4284.621094 Iteration 12Q: 3 clusters Score -839679.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -839728.437500 Penalty: 4284.621094 Iteration 13Q: 3 clusters Score -839728.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -839775.375000 Penalty: 4284.621094 Iteration 14Q: 3 clusters Score -839775.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -839823.875000 Penalty: 4284.621094 Iteration 15Q: 3 clusters Score -839823.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -839852.250000 Penalty: 4284.621094 Iteration 16Q: 3 clusters Score -839852.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -839873.750000 Penalty: 4284.621094 Iteration 17Q: 3 clusters Score -839873.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -839885.812500 Penalty: 4284.621094 Iteration 18Q: 3 clusters Score -839885.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -839893.812500 Penalty: 4284.621094 Iteration 19Q: 3 clusters Score -839893.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -839902.625000 Penalty: 4284.621094 Iteration 20F: 3 clusters Score -839902.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -839907.750000 Penalty: 4284.621094 Iteration 21Q: 3 clusters Score -839907.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -839910.500000 Penalty: 4284.621094 Iteration 22Q: 3 clusters Score -839910.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -839911.812500 Penalty: 4284.621094 Iteration 23Q: 3 clusters Score -839911.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -839912.875000 Penalty: 4284.621094 Iteration 24Q: 3 clusters Score -839912.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -839918.187500 Penalty: 4284.621094 Iteration 25Q: 3 clusters Score -839918.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -839920.000000 Penalty: 4284.621094 Iteration 26Q: 3 clusters Score -839920 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -839922.000000 Penalty: 4284.621094 Iteration 27Q: 3 clusters Score -839922 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -839923.562500 Penalty: 4284.621094 Iteration 28Q: 3 clusters Score -839923.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -839923.687500 Penalty: 4284.621094 Iteration 29Q: 3 clusters Score -839923.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -839924.875000 Penalty: 4284.621094 Iteration 30Q: 3 clusters Score -839924.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -839926.875000 Penalty: 4284.621094 Iteration 31Q: 3 clusters Score -839926.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -839928.812500 Penalty: 4284.621094 Iteration 32Q: 3 clusters Score -839928.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -839930.312500 Penalty: 4284.621094 Iteration 33Q: 3 clusters Score -839930.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -839932.500000 Penalty: 4284.621094 Iteration 34Q: 3 clusters Score -839932.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -839935.000000 Penalty: 4284.621094 Iteration 35Q: 3 clusters Score -839935 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -839935.437500 Penalty: 4284.621094 Iteration 36Q: 3 clusters Score -839935.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -839937.000000 Penalty: 4284.621094 Iteration 37Q: 3 clusters Score -839937 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -839937.500000 Penalty: 4284.621094 Iteration 38Q: 3 clusters Score -839937.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -839937.187500 Penalty: 4284.621094 Iteration 39Q: 3 clusters Score -839937.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -839937.312500 Penalty: 4284.621094 Iteration 40F: 3 clusters Score -839937.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -839938.312500 Penalty: 4284.621094 Iteration 41Q: 3 clusters Score -839938.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -839937.250000 Penalty: 4284.621094 Iteration 42Q: 3 clusters Score -839937.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -839939.437500 Penalty: 4284.621094 Iteration 43Q: 3 clusters Score -839939.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -839939.437500 Penalty: 4284.621094 Iteration 44F: 3 clusters Score -839939.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7156 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7156 members Entering Unmasked Estep Score: -968580.625000 Penalty: 2201.175293 Iteration 0F: 2 clusters Score -968580.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -962712.375000 Penalty: 4402.350586 Iteration 0F: 3 clusters Score -962712.4 nChanged 2895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -964409.187500 Penalty: 4402.350586 Iteration 1F: 3 clusters Score -964409.2 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -964760.937500 Penalty: 4402.350586 Iteration 2F: 3 clusters Score -964760.9 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -965063.750000 Penalty: 4402.350586 Iteration 3F: 3 clusters Score -965063.8 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -965325.187500 Penalty: 4402.350586 Iteration 4F: 3 clusters Score -965325.2 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -965594.375000 Penalty: 4402.350586 Iteration 5F: 3 clusters Score -965594.4 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -965797.937500 Penalty: 4402.350586 Iteration 6Q: 3 clusters Score -965797.9 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -965971.437500 Penalty: 4402.350586 Iteration 7Q: 3 clusters Score -965971.4 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -966148.250000 Penalty: 4402.350586 Iteration 8Q: 3 clusters Score -966148.2 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -966328.687500 Penalty: 4402.350586 Iteration 9Q: 3 clusters Score -966328.7 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -966508.937500 Penalty: 4402.350586 Iteration 10Q: 3 clusters Score -966508.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -966647.875000 Penalty: 4402.350586 Iteration 11Q: 3 clusters Score -966647.9 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -966751.437500 Penalty: 4402.350586 Iteration 12Q: 3 clusters Score -966751.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -966825.687500 Penalty: 4402.350586 Iteration 13Q: 3 clusters Score -966825.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -966873.750000 Penalty: 4402.350586 Iteration 14Q: 3 clusters Score -966873.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -966932.125000 Penalty: 4402.350586 Iteration 15Q: 3 clusters Score -966932.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -966987.125000 Penalty: 4402.350586 Iteration 16Q: 3 clusters Score -966987.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -967026.125000 Penalty: 4402.350586 Iteration 17Q: 3 clusters Score -967026.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -967067.125000 Penalty: 4402.350586 Iteration 18Q: 3 clusters Score -967067.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -967102.375000 Penalty: 4402.350586 Iteration 19Q: 3 clusters Score -967102.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -967126.875000 Penalty: 4402.350586 Iteration 20F: 3 clusters Score -967126.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -967155.562500 Penalty: 4402.350586 Iteration 21Q: 3 clusters Score -967155.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -967174.562500 Penalty: 4402.350586 Iteration 22Q: 3 clusters Score -967174.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -967196.875000 Penalty: 4402.350586 Iteration 23Q: 3 clusters Score -967196.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -967214.437500 Penalty: 4402.350586 Iteration 24Q: 3 clusters Score -967214.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -967243.375000 Penalty: 4402.350586 Iteration 25Q: 3 clusters Score -967243.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -967261.312500 Penalty: 4402.350586 Iteration 26Q: 3 clusters Score -967261.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 5745 members Entering Unmasked Estep Score: -967275.062500 Penalty: 4402.350586 Iteration 27Q: 3 clusters Score -967275.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 5768 members Entering Unmasked Estep Score: -967283.937500 Penalty: 4402.350586 Iteration 28Q: 3 clusters Score -967283.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -967289.312500 Penalty: 4402.350586 Iteration 29Q: 3 clusters Score -967289.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -967297.250000 Penalty: 4402.350586 Iteration 30Q: 3 clusters Score -967297.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -967303.187500 Penalty: 4402.350586 Iteration 31Q: 3 clusters Score -967303.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -967308.937500 Penalty: 4402.350586 Iteration 32Q: 3 clusters Score -967308.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -967313.125000 Penalty: 4402.350586 Iteration 33Q: 3 clusters Score -967313.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -967319.687500 Penalty: 4402.350586 Iteration 34Q: 3 clusters Score -967319.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -967326.437500 Penalty: 4402.350586 Iteration 35Q: 3 clusters Score -967326.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 5875 members Entering Unmasked Estep Score: -967331.437500 Penalty: 4402.350586 Iteration 36Q: 3 clusters Score -967331.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -967336.250000 Penalty: 4402.350586 Iteration 37Q: 3 clusters Score -967336.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 5904 members Entering Unmasked Estep Score: -967344.437500 Penalty: 4402.350586 Iteration 38Q: 3 clusters Score -967344.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -967352.625000 Penalty: 4402.350586 Iteration 39Q: 3 clusters Score -967352.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -967351.875000 Penalty: 4402.350586 Iteration 40F: 3 clusters Score -967351.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -967358.187500 Penalty: 4402.350586 Iteration 41Q: 3 clusters Score -967358.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -967362.750000 Penalty: 4402.350586 Iteration 42Q: 3 clusters Score -967362.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -967363.312500 Penalty: 4402.350586 Iteration 43Q: 3 clusters Score -967363.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -967367.937500 Penalty: 4402.350586 Iteration 44Q: 3 clusters Score -967367.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -967368.937500 Penalty: 4402.350586 Iteration 45Q: 3 clusters Score -967368.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -967367.875000 Penalty: 4402.350586 Iteration 46Q: 3 clusters Score -967367.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -967373.000000 Penalty: 4402.350586 Iteration 47Q: 3 clusters Score -967373 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -967373.062500 Penalty: 4402.350586 Iteration 48Q: 3 clusters Score -967373.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -967376.687500 Penalty: 4402.350586 Iteration 49Q: 3 clusters Score -967376.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 5989 members Entering Unmasked Estep Score: -967377.750000 Penalty: 4402.350586 Iteration 50Q: 3 clusters Score -967377.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -967379.937500 Penalty: 4402.350586 Iteration 51Q: 3 clusters Score -967379.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 6000 members Entering Unmasked Estep Score: -967381.562500 Penalty: 4402.350586 Iteration 52Q: 3 clusters Score -967381.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -967384.000000 Penalty: 4402.350586 Iteration 53Q: 3 clusters Score -967384 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -967383.000000 Penalty: 4402.350586 Iteration 54Q: 3 clusters Score -967383 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -967386.187500 Penalty: 4402.350586 Iteration 55Q: 3 clusters Score -967386.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -967387.312500 Penalty: 4402.350586 Iteration 56Q: 3 clusters Score -967387.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -967387.375000 Penalty: 4402.350586 Iteration 57Q: 3 clusters Score -967387.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -967389.062500 Penalty: 4402.350586 Iteration 58Q: 3 clusters Score -967389.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -967390.875000 Penalty: 4402.350586 Iteration 59Q: 3 clusters Score -967390.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -967391.062500 Penalty: 4402.350586 Iteration 60F: 3 clusters Score -967391.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -967393.062500 Penalty: 4402.350586 Iteration 61Q: 3 clusters Score -967393.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -967395.375000 Penalty: 4402.350586 Iteration 62Q: 3 clusters Score -967395.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -967396.437500 Penalty: 4402.350586 Iteration 63Q: 3 clusters Score -967396.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -967399.937500 Penalty: 4402.350586 Iteration 64Q: 3 clusters Score -967399.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -967410.125000 Penalty: 4402.350586 Iteration 65Q: 3 clusters Score -967410.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 6067 members Entering Unmasked Estep Score: -967416.250000 Penalty: 4402.350586 Iteration 66Q: 3 clusters Score -967416.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -967425.562500 Penalty: 4402.350586 Iteration 67Q: 3 clusters Score -967425.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -967427.562500 Penalty: 4402.350586 Iteration 68Q: 3 clusters Score -967427.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -967432.875000 Penalty: 4402.350586 Iteration 69Q: 3 clusters Score -967432.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -967435.000000 Penalty: 4402.350586 Iteration 70Q: 3 clusters Score -967435 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -967436.375000 Penalty: 4402.350586 Iteration 71Q: 3 clusters Score -967436.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -967440.375000 Penalty: 4402.350586 Iteration 72Q: 3 clusters Score -967440.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -967440.437500 Penalty: 4402.350586 Iteration 73Q: 3 clusters Score -967440.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -967444.437500 Penalty: 4402.350586 Iteration 74Q: 3 clusters Score -967444.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -967445.687500 Penalty: 4402.350586 Iteration 75Q: 3 clusters Score -967445.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -967447.250000 Penalty: 4402.350586 Iteration 76Q: 3 clusters Score -967447.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -967449.062500 Penalty: 4402.350586 Iteration 77Q: 3 clusters Score -967449.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -967451.062500 Penalty: 4402.350586 Iteration 78Q: 3 clusters Score -967451.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -967454.312500 Penalty: 4402.350586 Iteration 79Q: 3 clusters Score -967454.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -967456.937500 Penalty: 4402.350586 Iteration 80F: 3 clusters Score -967456.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -967459.625000 Penalty: 4402.350586 Iteration 81Q: 3 clusters Score -967459.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 6172 members Entering Unmasked Estep Score: -967461.687500 Penalty: 4402.350586 Iteration 82Q: 3 clusters Score -967461.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -967463.812500 Penalty: 4402.350586 Iteration 83Q: 3 clusters Score -967463.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -967463.500000 Penalty: 4402.350586 Iteration 84Q: 3 clusters Score -967463.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -967464.500000 Penalty: 4402.350586 Iteration 85Q: 3 clusters Score -967464.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 6182 members Entering Unmasked Estep Score: -967466.312500 Penalty: 4402.350586 Iteration 86Q: 3 clusters Score -967466.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 6185 members Entering Unmasked Estep Score: -967466.437500 Penalty: 4402.350586 Iteration 87Q: 3 clusters Score -967466.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -967466.750000 Penalty: 4402.350586 Iteration 88Q: 3 clusters Score -967466.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -967466.750000 Penalty: 4402.350586 Iteration 89F: 3 clusters Score -967466.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (23505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23505 members Entering Unmasked Estep Score: -3663691.000000 Penalty: 2496.112061 Iteration 0F: 2 clusters Score -3663691 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11775 members Mstep: Class 2 contains 11730 members Entering Unmasked Estep Score: -3647414.000000 Penalty: 4992.224121 Iteration 0F: 3 clusters Score -3647414 nChanged 10467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12146 members Mstep: Class 2 contains 11359 members Entering Unmasked Estep Score: -3653169.500000 Penalty: 4992.224121 Iteration 1F: 3 clusters Score -3653170 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12536 members Mstep: Class 2 contains 10969 members Entering Unmasked Estep Score: -3653926.500000 Penalty: 4992.224121 Iteration 2F: 3 clusters Score -3653926 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13102 members Mstep: Class 2 contains 10403 members Entering Unmasked Estep Score: -3654860.500000 Penalty: 4992.224121 Iteration 3F: 3 clusters Score -3654860 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13833 members Mstep: Class 2 contains 9672 members Entering Unmasked Estep Score: -3656012.000000 Penalty: 4992.224121 Iteration 4F: 3 clusters Score -3656012 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14532 members Mstep: Class 2 contains 8973 members Entering Unmasked Estep Score: -3657143.000000 Penalty: 4992.224121 Iteration 5F: 3 clusters Score -3657143 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15026 members Mstep: Class 2 contains 8479 members Entering Unmasked Estep Score: -3658021.250000 Penalty: 4992.224121 Iteration 6F: 3 clusters Score -3658021 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15313 members Mstep: Class 2 contains 8192 members Entering Unmasked Estep Score: -3658622.250000 Penalty: 4992.224121 Iteration 7F: 3 clusters Score -3658622 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15432 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -3658958.000000 Penalty: 4992.224121 Iteration 8Q: 3 clusters Score -3658958 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15441 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -3659161.000000 Penalty: 4992.224121 Iteration 9Q: 3 clusters Score -3659161 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15453 members Mstep: Class 2 contains 8052 members Entering Unmasked Estep Score: -3659267.000000 Penalty: 4992.224121 Iteration 10Q: 3 clusters Score -3659267 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15426 members Mstep: Class 2 contains 8079 members Entering Unmasked Estep Score: -3659322.500000 Penalty: 4992.224121 Iteration 11Q: 3 clusters Score -3659322 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15383 members Mstep: Class 2 contains 8122 members Entering Unmasked Estep Score: -3659353.250000 Penalty: 4992.224121 Iteration 12Q: 3 clusters Score -3659353 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15344 members Mstep: Class 2 contains 8161 members Entering Unmasked Estep Score: -3659373.000000 Penalty: 4992.224121 Iteration 13Q: 3 clusters Score -3659373 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15313 members Mstep: Class 2 contains 8192 members Entering Unmasked Estep Score: -3659392.000000 Penalty: 4992.224121 Iteration 14Q: 3 clusters Score -3659392 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15291 members Mstep: Class 2 contains 8214 members Entering Unmasked Estep Score: -3659406.750000 Penalty: 4992.224121 Iteration 15Q: 3 clusters Score -3659407 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15247 members Mstep: Class 2 contains 8258 members Entering Unmasked Estep Score: -3659416.500000 Penalty: 4992.224121 Iteration 16Q: 3 clusters Score -3659416 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15209 members Mstep: Class 2 contains 8296 members Entering Unmasked Estep Score: -3659413.750000 Penalty: 4992.224121 Iteration 17Q: 3 clusters Score -3659414 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15187 members Mstep: Class 2 contains 8318 members Entering Unmasked Estep Score: -3659416.250000 Penalty: 4992.224121 Iteration 18Q: 3 clusters Score -3659416 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15176 members Mstep: Class 2 contains 8329 members Entering Unmasked Estep Score: -3659425.750000 Penalty: 4992.224121 Iteration 19Q: 3 clusters Score -3659426 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15165 members Mstep: Class 2 contains 8340 members Entering Unmasked Estep Score: -3659423.500000 Penalty: 4992.224121 Iteration 20F: 3 clusters Score -3659424 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15153 members Mstep: Class 2 contains 8352 members Entering Unmasked Estep Score: -3659416.750000 Penalty: 4992.224121 Iteration 21Q: 3 clusters Score -3659417 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15139 members Mstep: Class 2 contains 8366 members Entering Unmasked Estep Score: -3659419.000000 Penalty: 4992.224121 Iteration 22Q: 3 clusters Score -3659419 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15120 members Mstep: Class 2 contains 8385 members Entering Unmasked Estep Score: -3659417.750000 Penalty: 4992.224121 Iteration 23Q: 3 clusters Score -3659418 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15098 members Mstep: Class 2 contains 8407 members Entering Unmasked Estep Score: -3659421.500000 Penalty: 4992.224121 Iteration 24Q: 3 clusters Score -3659422 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15074 members Mstep: Class 2 contains 8431 members Entering Unmasked Estep Score: -3659425.250000 Penalty: 4992.224121 Iteration 25Q: 3 clusters Score -3659425 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15043 members Mstep: Class 2 contains 8462 members Entering Unmasked Estep Score: -3659435.250000 Penalty: 4992.224121 Iteration 26Q: 3 clusters Score -3659435 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15024 members Mstep: Class 2 contains 8481 members Entering Unmasked Estep Score: -3659444.250000 Penalty: 4992.224121 Iteration 27Q: 3 clusters Score -3659444 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15009 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -3659447.250000 Penalty: 4992.224121 Iteration 28Q: 3 clusters Score -3659447 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14995 members Mstep: Class 2 contains 8510 members Entering Unmasked Estep Score: -3659444.250000 Penalty: 4992.224121 Iteration 29Q: 3 clusters Score -3659444 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14987 members Mstep: Class 2 contains 8518 members Entering Unmasked Estep Score: -3659443.000000 Penalty: 4992.224121 Iteration 30Q: 3 clusters Score -3659443 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14980 members Mstep: Class 2 contains 8525 members Entering Unmasked Estep Score: -3659439.250000 Penalty: 4992.224121 Iteration 31Q: 3 clusters Score -3659439 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14976 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -3659440.250000 Penalty: 4992.224121 Iteration 32Q: 3 clusters Score -3659440 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14968 members Mstep: Class 2 contains 8537 members Entering Unmasked Estep Score: -3659442.250000 Penalty: 4992.224121 Iteration 33Q: 3 clusters Score -3659442 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14964 members Mstep: Class 2 contains 8541 members Entering Unmasked Estep Score: -3659441.750000 Penalty: 4992.224121 Iteration 34Q: 3 clusters Score -3659442 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14958 members Mstep: Class 2 contains 8547 members Entering Unmasked Estep Score: -3659444.250000 Penalty: 4992.224121 Iteration 35Q: 3 clusters Score -3659444 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14949 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -3659445.500000 Penalty: 4992.224121 Iteration 36Q: 3 clusters Score -3659446 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14943 members Mstep: Class 2 contains 8562 members Entering Unmasked Estep Score: -3659443.750000 Penalty: 4992.224121 Iteration 37Q: 3 clusters Score -3659444 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14935 members Mstep: Class 2 contains 8570 members Entering Unmasked Estep Score: -3659444.500000 Penalty: 4992.224121 Iteration 38Q: 3 clusters Score -3659444 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14923 members Mstep: Class 2 contains 8582 members Entering Unmasked Estep Score: -3659452.000000 Penalty: 4992.224121 Iteration 39Q: 3 clusters Score -3659452 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14911 members Mstep: Class 2 contains 8594 members Entering Unmasked Estep Score: -3659440.500000 Penalty: 4992.224121 Iteration 40F: 3 clusters Score -3659440 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14904 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -3659440.750000 Penalty: 4992.224121 Iteration 41Q: 3 clusters Score -3659441 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14895 members Mstep: Class 2 contains 8610 members Entering Unmasked Estep Score: -3659444.500000 Penalty: 4992.224121 Iteration 42Q: 3 clusters Score -3659444 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14886 members Mstep: Class 2 contains 8619 members Entering Unmasked Estep Score: -3659444.250000 Penalty: 4992.224121 Iteration 43Q: 3 clusters Score -3659444 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14885 members Mstep: Class 2 contains 8620 members Entering Unmasked Estep Score: -3659441.000000 Penalty: 4992.224121 Iteration 44Q: 3 clusters Score -3659441 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14883 members Mstep: Class 2 contains 8622 members Entering Unmasked Estep Score: -3659444.750000 Penalty: 4992.224121 Iteration 45Q: 3 clusters Score -3659445 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14880 members Mstep: Class 2 contains 8625 members Entering Unmasked Estep Score: -3659447.250000 Penalty: 4992.224121 Iteration 46Q: 3 clusters Score -3659447 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14878 members Mstep: Class 2 contains 8627 members Entering Unmasked Estep Score: -3659444.500000 Penalty: 4992.224121 Iteration 47Q: 3 clusters Score -3659444 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14875 members Mstep: Class 2 contains 8630 members Entering Unmasked Estep Score: -3659445.750000 Penalty: 4992.224121 Iteration 48Q: 3 clusters Score -3659446 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14869 members Mstep: Class 2 contains 8636 members Entering Unmasked Estep Score: -3659442.750000 Penalty: 4992.224121 Iteration 49Q: 3 clusters Score -3659443 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14865 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -3659446.500000 Penalty: 4992.224121 Iteration 50Q: 3 clusters Score -3659446 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14864 members Mstep: Class 2 contains 8641 members Entering Unmasked Estep Score: -3659449.250000 Penalty: 4992.224121 Iteration 51Q: 3 clusters Score -3659449 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14862 members Mstep: Class 2 contains 8643 members Entering Unmasked Estep Score: -3659447.500000 Penalty: 4992.224121 Iteration 52Q: 3 clusters Score -3659448 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14860 members Mstep: Class 2 contains 8645 members Entering Unmasked Estep Score: -3659447.250000 Penalty: 4992.224121 Iteration 53Q: 3 clusters Score -3659447 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14860 members Mstep: Class 2 contains 8645 members Entering Unmasked Estep Score: -3659447.250000 Penalty: 4992.224121 Iteration 54F: 3 clusters Score -3659447 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (27293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27293 members Entering Unmasked Estep Score: -4209040.000000 Penalty: 2533.167725 Iteration 0F: 2 clusters Score -4209040 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13617 members Mstep: Class 2 contains 13676 members Entering Unmasked Estep Score: -4190214.750000 Penalty: 5066.335449 Iteration 0F: 3 clusters Score -4190215 nChanged 12311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13410 members Mstep: Class 2 contains 13883 members Entering Unmasked Estep Score: -4197242.000000 Penalty: 5066.335449 Iteration 1F: 3 clusters Score -4197242 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13367 members Mstep: Class 2 contains 13926 members Entering Unmasked Estep Score: -4198000.500000 Penalty: 5066.335449 Iteration 2F: 3 clusters Score -4198000 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13334 members Mstep: Class 2 contains 13959 members Entering Unmasked Estep Score: -4198877.500000 Penalty: 5066.335449 Iteration 3F: 3 clusters Score -4198878 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13303 members Mstep: Class 2 contains 13990 members Entering Unmasked Estep Score: -4199876.500000 Penalty: 5066.335449 Iteration 4F: 3 clusters Score -4199876 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13454 members Mstep: Class 2 contains 13839 members Entering Unmasked Estep Score: -4200860.000000 Penalty: 5066.335449 Iteration 5F: 3 clusters Score -4200860 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13751 members Mstep: Class 2 contains 13542 members Entering Unmasked Estep Score: -4201726.000000 Penalty: 5066.335449 Iteration 6F: 3 clusters Score -4201726 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14183 members Mstep: Class 2 contains 13110 members Entering Unmasked Estep Score: -4202534.000000 Penalty: 5066.335449 Iteration 7F: 3 clusters Score -4202534 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14712 members Mstep: Class 2 contains 12581 members Entering Unmasked Estep Score: -4203249.500000 Penalty: 5066.335449 Iteration 8Q: 3 clusters Score -4203250 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15315 members Mstep: Class 2 contains 11978 members Entering Unmasked Estep Score: -4203878.500000 Penalty: 5066.335449 Iteration 9Q: 3 clusters Score -4203878 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15922 members Mstep: Class 2 contains 11371 members Entering Unmasked Estep Score: -4204334.000000 Penalty: 5066.335449 Iteration 10Q: 3 clusters Score -4204334 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16512 members Mstep: Class 2 contains 10781 members Entering Unmasked Estep Score: -4204706.000000 Penalty: 5066.335449 Iteration 11Q: 3 clusters Score -4204706 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17080 members Mstep: Class 2 contains 10213 members Entering Unmasked Estep Score: -4204965.500000 Penalty: 5066.335449 Iteration 12Q: 3 clusters Score -4204966 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17663 members Mstep: Class 2 contains 9630 members Entering Unmasked Estep Score: -4205223.500000 Penalty: 5066.335449 Iteration 13Q: 3 clusters Score -4205224 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18222 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -4205452.500000 Penalty: 5066.335449 Iteration 14Q: 3 clusters Score -4205452 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18816 members Mstep: Class 2 contains 8477 members Entering Unmasked Estep Score: -4205764.500000 Penalty: 5066.335449 Iteration 15Q: 3 clusters Score -4205764 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19452 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -4206101.000000 Penalty: 5066.335449 Iteration 16Q: 3 clusters Score -4206101 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20105 members Mstep: Class 2 contains 7188 members Entering Unmasked Estep Score: -4206489.500000 Penalty: 5066.335449 Iteration 17Q: 3 clusters Score -4206490 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20742 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -4206907.000000 Penalty: 5066.335449 Iteration 18Q: 3 clusters Score -4206907 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21325 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -4207348.500000 Penalty: 5066.335449 Iteration 19Q: 3 clusters Score -4207348 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21849 members Mstep: Class 2 contains 5444 members Entering Unmasked Estep Score: -4207816.000000 Penalty: 5066.335449 Iteration 20F: 3 clusters Score -4207816 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22295 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -4208201.000000 Penalty: 5066.335449 Iteration 21Q: 3 clusters Score -4208201 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22657 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -4208491.500000 Penalty: 5066.335449 Iteration 22Q: 3 clusters Score -4208492 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22923 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -4208650.500000 Penalty: 5066.335449 Iteration 23Q: 3 clusters Score -4208650 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23084 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -4208713.000000 Penalty: 5066.335449 Iteration 24Q: 3 clusters Score -4208713 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23198 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -4208748.000000 Penalty: 5066.335449 Iteration 25Q: 3 clusters Score -4208748 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23274 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -4208759.500000 Penalty: 5066.335449 Iteration 26Q: 3 clusters Score -4208760 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23320 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -4208753.000000 Penalty: 5066.335449 Iteration 27Q: 3 clusters Score -4208753 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23345 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -4208755.500000 Penalty: 5066.335449 Iteration 28Q: 3 clusters Score -4208756 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23363 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -4208751.000000 Penalty: 5066.335449 Iteration 29Q: 3 clusters Score -4208751 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23376 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -4208756.500000 Penalty: 5066.335449 Iteration 30Q: 3 clusters Score -4208756 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23388 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -4208760.500000 Penalty: 5066.335449 Iteration 31Q: 3 clusters Score -4208760 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23400 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -4208767.500000 Penalty: 5066.335449 Iteration 32Q: 3 clusters Score -4208768 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23407 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -4208766.500000 Penalty: 5066.335449 Iteration 33Q: 3 clusters Score -4208766 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23416 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -4208763.000000 Penalty: 5066.335449 Iteration 34Q: 3 clusters Score -4208763 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23419 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -4208758.500000 Penalty: 5066.335449 Iteration 35Q: 3 clusters Score -4208758 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23421 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -4208768.500000 Penalty: 5066.335449 Iteration 36Q: 3 clusters Score -4208768 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23422 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -4208766.000000 Penalty: 5066.335449 Iteration 37Q: 3 clusters Score -4208766 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23422 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -4208766.000000 Penalty: 5066.335449 Iteration 38F: 3 clusters Score -4208766 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (79864 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79864 members Entering Unmasked Estep Score: -11704045.000000 Penalty: 2799.443848 Iteration 0F: 2 clusters Score -1.170404e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39816 members Mstep: Class 2 contains 40048 members Entering Unmasked Estep Score: -11650870.000000 Penalty: 5598.887695 Iteration 0F: 3 clusters Score -1.165087e+07 nChanged 37452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38734 members Mstep: Class 2 contains 41130 members Entering Unmasked Estep Score: -11672900.000000 Penalty: 5598.887695 Iteration 1F: 3 clusters Score -1.16729e+07 nChanged 3758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37992 members Mstep: Class 2 contains 41872 members Entering Unmasked Estep Score: -11674493.000000 Penalty: 5598.887695 Iteration 2Q: 3 clusters Score -1.167449e+07 nChanged 4091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36873 members Mstep: Class 2 contains 42991 members Entering Unmasked Estep Score: -11676321.000000 Penalty: 5598.887695 Iteration 3F: 3 clusters Score -1.167632e+07 nChanged 4278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35435 members Mstep: Class 2 contains 44429 members Entering Unmasked Estep Score: -11678429.000000 Penalty: 5598.887695 Iteration 4F: 3 clusters Score -1.167843e+07 nChanged 4403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33592 members Mstep: Class 2 contains 46272 members Entering Unmasked Estep Score: -11680756.000000 Penalty: 5598.887695 Iteration 5F: 3 clusters Score -1.168076e+07 nChanged 4627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31231 members Mstep: Class 2 contains 48633 members Entering Unmasked Estep Score: -11683433.000000 Penalty: 5598.887695 Iteration 6F: 3 clusters Score -1.168343e+07 nChanged 4510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28523 members Mstep: Class 2 contains 51341 members Entering Unmasked Estep Score: -11686476.000000 Penalty: 5598.887695 Iteration 7F: 3 clusters Score -1.168648e+07 nChanged 4168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25821 members Mstep: Class 2 contains 54043 members Entering Unmasked Estep Score: -11689320.000000 Penalty: 5598.887695 Iteration 8F: 3 clusters Score -1.168932e+07 nChanged 3600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23357 members Mstep: Class 2 contains 56507 members Entering Unmasked Estep Score: -11691706.000000 Penalty: 5598.887695 Iteration 9Q: 3 clusters Score -1.169171e+07 nChanged 2811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21252 members Mstep: Class 2 contains 58612 members Entering Unmasked Estep Score: -11693200.000000 Penalty: 5598.887695 Iteration 10Q: 3 clusters Score -1.16932e+07 nChanged 2266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19392 members Mstep: Class 2 contains 60472 members Entering Unmasked Estep Score: -11694215.000000 Penalty: 5598.887695 Iteration 11Q: 3 clusters Score -1.169422e+07 nChanged 1835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17667 members Mstep: Class 2 contains 62197 members Entering Unmasked Estep Score: -11694998.000000 Penalty: 5598.887695 Iteration 12Q: 3 clusters Score -1.1695e+07 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15927 members Mstep: Class 2 contains 63937 members Entering Unmasked Estep Score: -11695819.000000 Penalty: 5598.887695 Iteration 13Q: 3 clusters Score -1.169582e+07 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14261 members Mstep: Class 2 contains 65603 members Entering Unmasked Estep Score: -11696581.000000 Penalty: 5598.887695 Iteration 14Q: 3 clusters Score -1.169658e+07 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12614 members Mstep: Class 2 contains 67250 members Entering Unmasked Estep Score: -11697393.000000 Penalty: 5598.887695 Iteration 15Q: 3 clusters Score -1.169739e+07 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11016 members Mstep: Class 2 contains 68848 members Entering Unmasked Estep Score: -11698278.000000 Penalty: 5598.887695 Iteration 16Q: 3 clusters Score -1.169828e+07 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9578 members Mstep: Class 2 contains 70286 members Entering Unmasked Estep Score: -11699051.000000 Penalty: 5598.887695 Iteration 17Q: 3 clusters Score -1.169905e+07 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8240 members Mstep: Class 2 contains 71624 members Entering Unmasked Estep Score: -11699761.000000 Penalty: 5598.887695 Iteration 18Q: 3 clusters Score -1.169976e+07 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7028 members Mstep: Class 2 contains 72836 members Entering Unmasked Estep Score: -11700436.000000 Penalty: 5598.887695 Iteration 19Q: 3 clusters Score -1.170044e+07 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 73863 members Entering Unmasked Estep Score: -11701075.000000 Penalty: 5598.887695 Iteration 20F: 3 clusters Score -1.170108e+07 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 74704 members Entering Unmasked Estep Score: -11701622.000000 Penalty: 5598.887695 Iteration 21Q: 3 clusters Score -1.170162e+07 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 75374 members Entering Unmasked Estep Score: -11702002.000000 Penalty: 5598.887695 Iteration 22Q: 3 clusters Score -1.1702e+07 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 75915 members Entering Unmasked Estep Score: -11702282.000000 Penalty: 5598.887695 Iteration 23Q: 3 clusters Score -1.170228e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 76307 members Entering Unmasked Estep Score: -11702516.000000 Penalty: 5598.887695 Iteration 24Q: 3 clusters Score -1.170252e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 76602 members Entering Unmasked Estep Score: -11702648.000000 Penalty: 5598.887695 Iteration 25Q: 3 clusters Score -1.170265e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 76816 members Entering Unmasked Estep Score: -11702770.000000 Penalty: 5598.887695 Iteration 26Q: 3 clusters Score -1.170277e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 76995 members Entering Unmasked Estep Score: -11702856.000000 Penalty: 5598.887695 Iteration 27Q: 3 clusters Score -1.170286e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 77132 members Entering Unmasked Estep Score: -11702901.000000 Penalty: 5598.887695 Iteration 28Q: 3 clusters Score -1.17029e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 77239 members Entering Unmasked Estep Score: -11702940.000000 Penalty: 5598.887695 Iteration 29Q: 3 clusters Score -1.170294e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 77326 members Entering Unmasked Estep Score: -11702958.000000 Penalty: 5598.887695 Iteration 30Q: 3 clusters Score -1.170296e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 77393 members Entering Unmasked Estep Score: -11702977.000000 Penalty: 5598.887695 Iteration 31Q: 3 clusters Score -1.170298e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 77446 members Entering Unmasked Estep Score: -11702983.000000 Penalty: 5598.887695 Iteration 32Q: 3 clusters Score -1.170298e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 77487 members Entering Unmasked Estep Score: -11703015.000000 Penalty: 5598.887695 Iteration 33Q: 3 clusters Score -1.170302e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 77526 members Entering Unmasked Estep Score: -11703025.000000 Penalty: 5598.887695 Iteration 34Q: 3 clusters Score -1.170302e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 77560 members Entering Unmasked Estep Score: -11703031.000000 Penalty: 5598.887695 Iteration 35Q: 3 clusters Score -1.170303e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 77582 members Entering Unmasked Estep Score: -11703037.000000 Penalty: 5598.887695 Iteration 36Q: 3 clusters Score -1.170304e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 77611 members Entering Unmasked Estep Score: -11703053.000000 Penalty: 5598.887695 Iteration 37Q: 3 clusters Score -1.170305e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 77631 members Entering Unmasked Estep Score: -11703053.000000 Penalty: 5598.887695 Iteration 38Q: 3 clusters Score -1.170305e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 77643 members Entering Unmasked Estep Score: -11703052.000000 Penalty: 5598.887695 Iteration 39Q: 3 clusters Score -1.170305e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 77655 members Entering Unmasked Estep Score: -11703049.000000 Penalty: 5598.887695 Iteration 40F: 3 clusters Score -1.170305e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 77668 members Entering Unmasked Estep Score: -11703057.000000 Penalty: 5598.887695 Iteration 41Q: 3 clusters Score -1.170306e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 77676 members Entering Unmasked Estep Score: -11703057.000000 Penalty: 5598.887695 Iteration 42Q: 3 clusters Score -1.170306e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 77685 members Entering Unmasked Estep Score: -11703089.000000 Penalty: 5598.887695 Iteration 43Q: 3 clusters Score -1.170309e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 77692 members Entering Unmasked Estep Score: -11703075.000000 Penalty: 5598.887695 Iteration 44Q: 3 clusters Score -1.170308e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 77697 members Entering Unmasked Estep Score: -11703075.000000 Penalty: 5598.887695 Iteration 45Q: 3 clusters Score -1.170308e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 77701 members Entering Unmasked Estep Score: -11703071.000000 Penalty: 5598.887695 Iteration 46Q: 3 clusters Score -1.170307e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 77701 members Entering Unmasked Estep Score: -11703070.000000 Penalty: 5598.887695 Iteration 47Q: 3 clusters Score -1.170307e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 77705 members Entering Unmasked Estep Score: -11703070.000000 Penalty: 5598.887695 Iteration 48Q: 3 clusters Score -1.170307e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 77706 members Entering Unmasked Estep Score: -11703074.000000 Penalty: 5598.887695 Iteration 49Q: 3 clusters Score -1.170307e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 77708 members Entering Unmasked Estep Score: -11703073.000000 Penalty: 5598.887695 Iteration 50Q: 3 clusters Score -1.170307e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 77709 members Entering Unmasked Estep Score: -11703058.000000 Penalty: 5598.887695 Iteration 51Q: 3 clusters Score -1.170306e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 77709 members Entering Unmasked Estep Score: -11703058.000000 Penalty: 5598.887695 Iteration 52F: 3 clusters Score -1.170306e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7867 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7867 members Entering Unmasked Estep Score: -1218075.000000 Penalty: 2224.667236 Iteration 0F: 2 clusters Score -1218075 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1211779.250000 Penalty: 4449.334473 Iteration 0F: 3 clusters Score -1211779 nChanged 3156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -1213464.375000 Penalty: 4449.334473 Iteration 1F: 3 clusters Score -1213464 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -1213719.750000 Penalty: 4449.334473 Iteration 2F: 3 clusters Score -1213720 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -1213924.125000 Penalty: 4449.334473 Iteration 3F: 3 clusters Score -1213924 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -1214084.375000 Penalty: 4449.334473 Iteration 4Q: 3 clusters Score -1214084 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -1214245.500000 Penalty: 4449.334473 Iteration 5Q: 3 clusters Score -1214246 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -1214391.375000 Penalty: 4449.334473 Iteration 6Q: 3 clusters Score -1214391 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -1214526.375000 Penalty: 4449.334473 Iteration 7Q: 3 clusters Score -1214526 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -1214660.000000 Penalty: 4449.334473 Iteration 8Q: 3 clusters Score -1214660 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -1214781.500000 Penalty: 4449.334473 Iteration 9Q: 3 clusters Score -1214782 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -1214916.500000 Penalty: 4449.334473 Iteration 10Q: 3 clusters Score -1214916 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -1215067.250000 Penalty: 4449.334473 Iteration 11Q: 3 clusters Score -1215067 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -1215206.375000 Penalty: 4449.334473 Iteration 12Q: 3 clusters Score -1215206 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -1215347.750000 Penalty: 4449.334473 Iteration 13Q: 3 clusters Score -1215348 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -1215488.375000 Penalty: 4449.334473 Iteration 14Q: 3 clusters Score -1215488 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 6783 members Entering Unmasked Estep Score: -1215628.875000 Penalty: 4449.334473 Iteration 15Q: 3 clusters Score -1215629 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -1215738.000000 Penalty: 4449.334473 Iteration 16Q: 3 clusters Score -1215738 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 6997 members Entering Unmasked Estep Score: -1215810.000000 Penalty: 4449.334473 Iteration 17Q: 3 clusters Score -1215810 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 7066 members Entering Unmasked Estep Score: -1215868.500000 Penalty: 4449.334473 Iteration 18Q: 3 clusters Score -1215868 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -1215928.625000 Penalty: 4449.334473 Iteration 19Q: 3 clusters Score -1215929 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 7182 members Entering Unmasked Estep Score: -1215976.125000 Penalty: 4449.334473 Iteration 20F: 3 clusters Score -1215976 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 7229 members Entering Unmasked Estep Score: -1216012.125000 Penalty: 4449.334473 Iteration 21Q: 3 clusters Score -1216012 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -1216042.625000 Penalty: 4449.334473 Iteration 22Q: 3 clusters Score -1216043 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 7286 members Entering Unmasked Estep Score: -1216071.375000 Penalty: 4449.334473 Iteration 23Q: 3 clusters Score -1216071 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 7312 members Entering Unmasked Estep Score: -1216103.625000 Penalty: 4449.334473 Iteration 24Q: 3 clusters Score -1216104 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -1216136.500000 Penalty: 4449.334473 Iteration 25Q: 3 clusters Score -1216136 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 7348 members Entering Unmasked Estep Score: -1216148.750000 Penalty: 4449.334473 Iteration 26Q: 3 clusters Score -1216149 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -1216162.625000 Penalty: 4449.334473 Iteration 27Q: 3 clusters Score -1216163 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 7369 members Entering Unmasked Estep Score: -1216176.125000 Penalty: 4449.334473 Iteration 28Q: 3 clusters Score -1216176 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 7375 members Entering Unmasked Estep Score: -1216183.500000 Penalty: 4449.334473 Iteration 29Q: 3 clusters Score -1216184 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 7382 members Entering Unmasked Estep Score: -1216188.125000 Penalty: 4449.334473 Iteration 30Q: 3 clusters Score -1216188 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -1216188.625000 Penalty: 4449.334473 Iteration 31Q: 3 clusters Score -1216189 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 7384 members Entering Unmasked Estep Score: -1216190.250000 Penalty: 4449.334473 Iteration 32Q: 3 clusters Score -1216190 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -1216189.250000 Penalty: 4449.334473 Iteration 33Q: 3 clusters Score -1216189 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -1216189.250000 Penalty: 4449.334473 Iteration 34F: 3 clusters Score -1216189 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (694 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Entering Unmasked Estep Score: -101006.585938 Penalty: 1622.533081 Iteration 0F: 2 clusters Score -101006.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -99344.257812 Penalty: 3245.066162 Iteration 0F: 3 clusters Score -99344.26 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -99609.718750 Penalty: 3245.066162 Iteration 1F: 3 clusters Score -99609.72 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -99683.585938 Penalty: 3245.066162 Iteration 2F: 3 clusters Score -99683.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -99716.445312 Penalty: 3245.066162 Iteration 3Q: 3 clusters Score -99716.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -99737.890625 Penalty: 3245.066162 Iteration 4Q: 3 clusters Score -99737.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -99748.828125 Penalty: 3245.066162 Iteration 5Q: 3 clusters Score -99748.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -99750.929688 Penalty: 3245.066162 Iteration 6Q: 3 clusters Score -99750.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -99750.929688 Penalty: 3245.066162 Iteration 7F: 3 clusters Score -99750.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Entering Unmasked Estep Score: -1068756.625000 Penalty: 2195.425537 Iteration 0F: 2 clusters Score -1068757 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -1063014.000000 Penalty: 4390.851074 Iteration 0F: 3 clusters Score -1063014 nChanged 2762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -1064548.875000 Penalty: 4390.851074 Iteration 1F: 3 clusters Score -1064549 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -1064825.125000 Penalty: 4390.851074 Iteration 2F: 3 clusters Score -1064825 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -1065024.500000 Penalty: 4390.851074 Iteration 3F: 3 clusters Score -1065024 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -1065190.625000 Penalty: 4390.851074 Iteration 4Q: 3 clusters Score -1065191 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -1065307.750000 Penalty: 4390.851074 Iteration 5Q: 3 clusters Score -1065308 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -1065398.375000 Penalty: 4390.851074 Iteration 6Q: 3 clusters Score -1065398 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -1065465.125000 Penalty: 4390.851074 Iteration 7Q: 3 clusters Score -1065465 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -1065523.000000 Penalty: 4390.851074 Iteration 8Q: 3 clusters Score -1065523 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -1065575.000000 Penalty: 4390.851074 Iteration 9Q: 3 clusters Score -1065575 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -1065628.625000 Penalty: 4390.851074 Iteration 10Q: 3 clusters Score -1065629 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -1065673.750000 Penalty: 4390.851074 Iteration 11Q: 3 clusters Score -1065674 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -1065702.750000 Penalty: 4390.851074 Iteration 12Q: 3 clusters Score -1065703 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -1065728.000000 Penalty: 4390.851074 Iteration 13Q: 3 clusters Score -1065728 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -1065744.500000 Penalty: 4390.851074 Iteration 14Q: 3 clusters Score -1065744 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -1065763.000000 Penalty: 4390.851074 Iteration 15Q: 3 clusters Score -1065763 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -1065777.875000 Penalty: 4390.851074 Iteration 16Q: 3 clusters Score -1065778 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -1065796.875000 Penalty: 4390.851074 Iteration 17Q: 3 clusters Score -1065797 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -1065806.625000 Penalty: 4390.851074 Iteration 18Q: 3 clusters Score -1065807 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -1065814.750000 Penalty: 4390.851074 Iteration 19Q: 3 clusters Score -1065815 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -1065826.000000 Penalty: 4390.851074 Iteration 20F: 3 clusters Score -1065826 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -1065835.000000 Penalty: 4390.851074 Iteration 21Q: 3 clusters Score -1065835 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -1065840.375000 Penalty: 4390.851074 Iteration 22Q: 3 clusters Score -1065840 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -1065847.750000 Penalty: 4390.851074 Iteration 23Q: 3 clusters Score -1065848 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -1065851.250000 Penalty: 4390.851074 Iteration 24Q: 3 clusters Score -1065851 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -1065855.000000 Penalty: 4390.851074 Iteration 25Q: 3 clusters Score -1065855 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -1065855.500000 Penalty: 4390.851074 Iteration 26Q: 3 clusters Score -1065856 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -1065857.375000 Penalty: 4390.851074 Iteration 27Q: 3 clusters Score -1065857 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -1065861.500000 Penalty: 4390.851074 Iteration 28Q: 3 clusters Score -1065862 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -1065862.750000 Penalty: 4390.851074 Iteration 29Q: 3 clusters Score -1065863 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -1065867.375000 Penalty: 4390.851074 Iteration 30Q: 3 clusters Score -1065867 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -1065870.750000 Penalty: 4390.851074 Iteration 31Q: 3 clusters Score -1065871 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -1065871.000000 Penalty: 4390.851074 Iteration 32Q: 3 clusters Score -1065871 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -1065871.500000 Penalty: 4390.851074 Iteration 33Q: 3 clusters Score -1065872 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -1065870.625000 Penalty: 4390.851074 Iteration 34Q: 3 clusters Score -1065871 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -1065871.625000 Penalty: 4390.851074 Iteration 35Q: 3 clusters Score -1065872 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -1065871.625000 Penalty: 4390.851074 Iteration 36F: 3 clusters Score -1065872 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (73578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73578 members Entering Unmasked Estep Score: -11435072.000000 Penalty: 2779.113037 Iteration 0F: 2 clusters Score -1.143507e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36886 members Mstep: Class 2 contains 36692 members Entering Unmasked Estep Score: -11385873.000000 Penalty: 5558.226074 Iteration 0F: 3 clusters Score -1.138587e+07 nChanged 34627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37511 members Mstep: Class 2 contains 36067 members Entering Unmasked Estep Score: -11405273.000000 Penalty: 5558.226074 Iteration 1F: 3 clusters Score -1.140527e+07 nChanged 2564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38053 members Mstep: Class 2 contains 35525 members Entering Unmasked Estep Score: -11405937.000000 Penalty: 5558.226074 Iteration 2Q: 3 clusters Score -1.140594e+07 nChanged 2471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38908 members Mstep: Class 2 contains 34670 members Entering Unmasked Estep Score: -11406590.000000 Penalty: 5558.226074 Iteration 3Q: 3 clusters Score -1.140659e+07 nChanged 2538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40124 members Mstep: Class 2 contains 33454 members Entering Unmasked Estep Score: -11407318.000000 Penalty: 5558.226074 Iteration 4Q: 3 clusters Score -1.140732e+07 nChanged 2852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41880 members Mstep: Class 2 contains 31698 members Entering Unmasked Estep Score: -11408317.000000 Penalty: 5558.226074 Iteration 5Q: 3 clusters Score -1.140832e+07 nChanged 3306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44320 members Mstep: Class 2 contains 29258 members Entering Unmasked Estep Score: -11409788.000000 Penalty: 5558.226074 Iteration 6Q: 3 clusters Score -1.140979e+07 nChanged 3872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47512 members Mstep: Class 2 contains 26066 members Entering Unmasked Estep Score: -11411845.000000 Penalty: 5558.226074 Iteration 7F: 3 clusters Score -1.141184e+07 nChanged 4504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51500 members Mstep: Class 2 contains 22078 members Entering Unmasked Estep Score: -11414911.000000 Penalty: 5558.226074 Iteration 8F: 3 clusters Score -1.141491e+07 nChanged 4909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56129 members Mstep: Class 2 contains 17449 members Entering Unmasked Estep Score: -11418741.000000 Penalty: 5558.226074 Iteration 9F: 3 clusters Score -1.141874e+07 nChanged 4726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60667 members Mstep: Class 2 contains 12911 members Entering Unmasked Estep Score: -11422937.000000 Penalty: 5558.226074 Iteration 10F: 3 clusters Score -1.142294e+07 nChanged 3721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64190 members Mstep: Class 2 contains 9388 members Entering Unmasked Estep Score: -11427023.000000 Penalty: 5558.226074 Iteration 11F: 3 clusters Score -1.142702e+07 nChanged 2292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66044 members Mstep: Class 2 contains 7534 members Entering Unmasked Estep Score: -11429975.000000 Penalty: 5558.226074 Iteration 12Q: 3 clusters Score -1.142998e+07 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66702 members Mstep: Class 2 contains 6876 members Entering Unmasked Estep Score: -11431278.000000 Penalty: 5558.226074 Iteration 13Q: 3 clusters Score -1.143128e+07 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67015 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -11431730.000000 Penalty: 5558.226074 Iteration 14Q: 3 clusters Score -1.143173e+07 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67243 members Mstep: Class 2 contains 6335 members Entering Unmasked Estep Score: -11431908.000000 Penalty: 5558.226074 Iteration 15Q: 3 clusters Score -1.143191e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67433 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -11431994.000000 Penalty: 5558.226074 Iteration 16Q: 3 clusters Score -1.143199e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67590 members Mstep: Class 2 contains 5988 members Entering Unmasked Estep Score: -11432073.000000 Penalty: 5558.226074 Iteration 17Q: 3 clusters Score -1.143207e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67736 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -11432057.000000 Penalty: 5558.226074 Iteration 18Q: 3 clusters Score -1.143206e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67868 members Mstep: Class 2 contains 5710 members Entering Unmasked Estep Score: -11432124.000000 Penalty: 5558.226074 Iteration 19Q: 3 clusters Score -1.143212e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67980 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -11432119.000000 Penalty: 5558.226074 Iteration 20F: 3 clusters Score -1.143212e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68071 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -11432131.000000 Penalty: 5558.226074 Iteration 21Q: 3 clusters Score -1.143213e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68152 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -11432154.000000 Penalty: 5558.226074 Iteration 22Q: 3 clusters Score -1.143215e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68214 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -11432188.000000 Penalty: 5558.226074 Iteration 23Q: 3 clusters Score -1.143219e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68271 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -11432208.000000 Penalty: 5558.226074 Iteration 24Q: 3 clusters Score -1.143221e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68328 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -11432197.000000 Penalty: 5558.226074 Iteration 25Q: 3 clusters Score -1.14322e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68379 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -11432203.000000 Penalty: 5558.226074 Iteration 26Q: 3 clusters Score -1.14322e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68426 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -11432228.000000 Penalty: 5558.226074 Iteration 27Q: 3 clusters Score -1.143223e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68479 members Mstep: Class 2 contains 5099 members Entering Unmasked Estep Score: -11432232.000000 Penalty: 5558.226074 Iteration 28Q: 3 clusters Score -1.143223e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68529 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -11432245.000000 Penalty: 5558.226074 Iteration 29Q: 3 clusters Score -1.143224e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68574 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -11432261.000000 Penalty: 5558.226074 Iteration 30Q: 3 clusters Score -1.143226e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68624 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -11432274.000000 Penalty: 5558.226074 Iteration 31Q: 3 clusters Score -1.143227e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68680 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -11432286.000000 Penalty: 5558.226074 Iteration 32Q: 3 clusters Score -1.143229e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68731 members Mstep: Class 2 contains 4847 members Entering Unmasked Estep Score: -11432314.000000 Penalty: 5558.226074 Iteration 33Q: 3 clusters Score -1.143231e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68789 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -11432351.000000 Penalty: 5558.226074 Iteration 34Q: 3 clusters Score -1.143235e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68857 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -11432354.000000 Penalty: 5558.226074 Iteration 35Q: 3 clusters Score -1.143235e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68920 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -11432321.000000 Penalty: 5558.226074 Iteration 36Q: 3 clusters Score -1.143232e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68986 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -11432308.000000 Penalty: 5558.226074 Iteration 37Q: 3 clusters Score -1.143231e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69046 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -11432317.000000 Penalty: 5558.226074 Iteration 38Q: 3 clusters Score -1.143232e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69119 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -11432297.000000 Penalty: 5558.226074 Iteration 39Q: 3 clusters Score -1.14323e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69187 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -11432318.000000 Penalty: 5558.226074 Iteration 40F: 3 clusters Score -1.143232e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69239 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -11432335.000000 Penalty: 5558.226074 Iteration 41Q: 3 clusters Score -1.143234e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69292 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -11432337.000000 Penalty: 5558.226074 Iteration 42Q: 3 clusters Score -1.143234e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69347 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -11432316.000000 Penalty: 5558.226074 Iteration 43Q: 3 clusters Score -1.143232e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69389 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -11432326.000000 Penalty: 5558.226074 Iteration 44Q: 3 clusters Score -1.143233e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69426 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -11432317.000000 Penalty: 5558.226074 Iteration 45Q: 3 clusters Score -1.143232e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69473 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -11432320.000000 Penalty: 5558.226074 Iteration 46Q: 3 clusters Score -1.143232e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69519 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -11432328.000000 Penalty: 5558.226074 Iteration 47Q: 3 clusters Score -1.143233e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69555 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -11432342.000000 Penalty: 5558.226074 Iteration 48Q: 3 clusters Score -1.143234e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69595 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -11432314.000000 Penalty: 5558.226074 Iteration 49Q: 3 clusters Score -1.143231e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69634 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -11432330.000000 Penalty: 5558.226074 Iteration 50Q: 3 clusters Score -1.143233e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69663 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -11432323.000000 Penalty: 5558.226074 Iteration 51Q: 3 clusters Score -1.143232e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69688 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -11432344.000000 Penalty: 5558.226074 Iteration 52Q: 3 clusters Score -1.143234e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69714 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -11432358.000000 Penalty: 5558.226074 Iteration 53Q: 3 clusters Score -1.143236e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69755 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -11432365.000000 Penalty: 5558.226074 Iteration 54Q: 3 clusters Score -1.143236e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69790 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -11432376.000000 Penalty: 5558.226074 Iteration 55Q: 3 clusters Score -1.143238e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69823 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -11432393.000000 Penalty: 5558.226074 Iteration 56Q: 3 clusters Score -1.143239e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69859 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -11432394.000000 Penalty: 5558.226074 Iteration 57Q: 3 clusters Score -1.143239e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69890 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -11432371.000000 Penalty: 5558.226074 Iteration 58Q: 3 clusters Score -1.143237e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69914 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -11432377.000000 Penalty: 5558.226074 Iteration 59Q: 3 clusters Score -1.143238e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69941 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -11432398.000000 Penalty: 5558.226074 Iteration 60F: 3 clusters Score -1.14324e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69960 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -11432395.000000 Penalty: 5558.226074 Iteration 61Q: 3 clusters Score -1.14324e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69984 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -11432407.000000 Penalty: 5558.226074 Iteration 62Q: 3 clusters Score -1.143241e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70003 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -11432411.000000 Penalty: 5558.226074 Iteration 63Q: 3 clusters Score -1.143241e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70019 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -11432390.000000 Penalty: 5558.226074 Iteration 64Q: 3 clusters Score -1.143239e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70033 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -11432417.000000 Penalty: 5558.226074 Iteration 65Q: 3 clusters Score -1.143242e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70047 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -11432419.000000 Penalty: 5558.226074 Iteration 66Q: 3 clusters Score -1.143242e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70068 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -11432429.000000 Penalty: 5558.226074 Iteration 67Q: 3 clusters Score -1.143243e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70088 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -11432427.000000 Penalty: 5558.226074 Iteration 68Q: 3 clusters Score -1.143243e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70107 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -11432428.000000 Penalty: 5558.226074 Iteration 69Q: 3 clusters Score -1.143243e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70122 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -11432456.000000 Penalty: 5558.226074 Iteration 70Q: 3 clusters Score -1.143246e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70136 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -11432461.000000 Penalty: 5558.226074 Iteration 71Q: 3 clusters Score -1.143246e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70158 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -11432464.000000 Penalty: 5558.226074 Iteration 72Q: 3 clusters Score -1.143246e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70182 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -11432450.000000 Penalty: 5558.226074 Iteration 73Q: 3 clusters Score -1.143245e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70194 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -11432436.000000 Penalty: 5558.226074 Iteration 74Q: 3 clusters Score -1.143244e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70207 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -11432454.000000 Penalty: 5558.226074 Iteration 75Q: 3 clusters Score -1.143245e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70216 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -11432425.000000 Penalty: 5558.226074 Iteration 76Q: 3 clusters Score -1.143242e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70228 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -11432443.000000 Penalty: 5558.226074 Iteration 77Q: 3 clusters Score -1.143244e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70240 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -11432432.000000 Penalty: 5558.226074 Iteration 78Q: 3 clusters Score -1.143243e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70256 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -11432449.000000 Penalty: 5558.226074 Iteration 79Q: 3 clusters Score -1.143245e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70267 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -11432458.000000 Penalty: 5558.226074 Iteration 80F: 3 clusters Score -1.143246e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70276 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -11432454.000000 Penalty: 5558.226074 Iteration 81Q: 3 clusters Score -1.143245e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70292 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -11432470.000000 Penalty: 5558.226074 Iteration 82Q: 3 clusters Score -1.143247e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70303 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -11432468.000000 Penalty: 5558.226074 Iteration 83Q: 3 clusters Score -1.143247e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70317 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -11432463.000000 Penalty: 5558.226074 Iteration 84Q: 3 clusters Score -1.143246e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70330 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -11432481.000000 Penalty: 5558.226074 Iteration 85Q: 3 clusters Score -1.143248e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70343 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -11432472.000000 Penalty: 5558.226074 Iteration 86Q: 3 clusters Score -1.143247e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70352 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -11432477.000000 Penalty: 5558.226074 Iteration 87Q: 3 clusters Score -1.143248e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70360 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -11432469.000000 Penalty: 5558.226074 Iteration 88Q: 3 clusters Score -1.143247e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70371 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -11432475.000000 Penalty: 5558.226074 Iteration 89Q: 3 clusters Score -1.143248e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70384 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -11432486.000000 Penalty: 5558.226074 Iteration 90Q: 3 clusters Score -1.143249e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70401 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -11432494.000000 Penalty: 5558.226074 Iteration 91Q: 3 clusters Score -1.143249e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70422 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -11432489.000000 Penalty: 5558.226074 Iteration 92Q: 3 clusters Score -1.143249e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70446 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -11432515.000000 Penalty: 5558.226074 Iteration 93Q: 3 clusters Score -1.143252e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70477 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -11432504.000000 Penalty: 5558.226074 Iteration 94Q: 3 clusters Score -1.14325e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70506 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -11432519.000000 Penalty: 5558.226074 Iteration 95Q: 3 clusters Score -1.143252e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70527 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -11432529.000000 Penalty: 5558.226074 Iteration 96Q: 3 clusters Score -1.143253e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70545 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -11432530.000000 Penalty: 5558.226074 Iteration 97Q: 3 clusters Score -1.143253e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70558 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -11432518.000000 Penalty: 5558.226074 Iteration 98Q: 3 clusters Score -1.143252e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70570 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -11432526.000000 Penalty: 5558.226074 Iteration 99Q: 3 clusters Score -1.143253e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70578 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -11432517.000000 Penalty: 5558.226074 Iteration 100F: 3 clusters Score -1.143252e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70590 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -11432519.000000 Penalty: 5558.226074 Iteration 101Q: 3 clusters Score -1.143252e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70604 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -11432531.000000 Penalty: 5558.226074 Iteration 102Q: 3 clusters Score -1.143253e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70619 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -11432524.000000 Penalty: 5558.226074 Iteration 103Q: 3 clusters Score -1.143252e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70626 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -11432530.000000 Penalty: 5558.226074 Iteration 104Q: 3 clusters Score -1.143253e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70636 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -11432523.000000 Penalty: 5558.226074 Iteration 105Q: 3 clusters Score -1.143252e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70649 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -11432512.000000 Penalty: 5558.226074 Iteration 106Q: 3 clusters Score -1.143251e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70657 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -11432513.000000 Penalty: 5558.226074 Iteration 107Q: 3 clusters Score -1.143251e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70665 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -11432522.000000 Penalty: 5558.226074 Iteration 108Q: 3 clusters Score -1.143252e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70673 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -11432529.000000 Penalty: 5558.226074 Iteration 109Q: 3 clusters Score -1.143253e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70686 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -11432546.000000 Penalty: 5558.226074 Iteration 110Q: 3 clusters Score -1.143255e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70700 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -11432534.000000 Penalty: 5558.226074 Iteration 111Q: 3 clusters Score -1.143253e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70716 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -11432542.000000 Penalty: 5558.226074 Iteration 112Q: 3 clusters Score -1.143254e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70735 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -11432537.000000 Penalty: 5558.226074 Iteration 113Q: 3 clusters Score -1.143254e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70756 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -11432559.000000 Penalty: 5558.226074 Iteration 114Q: 3 clusters Score 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5558.226074 Iteration 118Q: 3 clusters Score -1.143256e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70854 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -11432563.000000 Penalty: 5558.226074 Iteration 119Q: 3 clusters Score -1.143256e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70872 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -11432590.000000 Penalty: 5558.226074 Iteration 120F: 3 clusters Score -1.143259e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70892 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -11432592.000000 Penalty: 5558.226074 Iteration 121Q: 3 clusters Score -1.143259e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70913 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -11432610.000000 Penalty: 5558.226074 Iteration 122Q: 3 clusters Score -1.143261e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70942 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -11432610.000000 Penalty: 5558.226074 Iteration 123Q: 3 clusters Score -1.143261e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70966 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -11432622.000000 Penalty: 5558.226074 Iteration 124Q: 3 clusters Score -1.143262e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70997 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -11432618.000000 Penalty: 5558.226074 Iteration 125Q: 3 clusters Score -1.143262e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71027 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -11432616.000000 Penalty: 5558.226074 Iteration 126Q: 3 clusters Score -1.143262e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71054 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -11432586.000000 Penalty: 5558.226074 Iteration 127Q: 3 clusters Score -1.143259e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71077 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -11432590.000000 Penalty: 5558.226074 Iteration 128Q: 3 clusters Score -1.143259e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71102 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -11432594.000000 Penalty: 5558.226074 Iteration 129Q: 3 clusters Score -1.143259e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71126 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -11432606.000000 Penalty: 5558.226074 Iteration 130Q: 3 clusters Score -1.143261e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71153 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -11432598.000000 Penalty: 5558.226074 Iteration 131Q: 3 clusters Score -1.14326e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71176 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -11432596.000000 Penalty: 5558.226074 Iteration 132Q: 3 clusters Score -1.14326e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71193 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -11432583.000000 Penalty: 5558.226074 Iteration 133Q: 3 clusters Score -1.143258e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71224 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -11432580.000000 Penalty: 5558.226074 Iteration 134Q: 3 clusters Score -1.143258e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71248 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -11432561.000000 Penalty: 5558.226074 Iteration 135Q: 3 clusters Score -1.143256e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71267 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -11432574.000000 Penalty: 5558.226074 Iteration 136Q: 3 clusters Score -1.143257e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71281 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -11432583.000000 Penalty: 5558.226074 Iteration 137Q: 3 clusters Score -1.143258e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71297 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -11432601.000000 Penalty: 5558.226074 Iteration 138Q: 3 clusters Score -1.14326e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71310 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -11432607.000000 Penalty: 5558.226074 Iteration 139Q: 3 clusters Score -1.143261e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71321 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -11432618.000000 Penalty: 5558.226074 Iteration 140F: 3 clusters Score -1.143262e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71334 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -11432615.000000 Penalty: 5558.226074 Iteration 141Q: 3 clusters Score -1.143262e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71347 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -11432602.000000 Penalty: 5558.226074 Iteration 142Q: 3 clusters Score -1.14326e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71359 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -11432610.000000 Penalty: 5558.226074 Iteration 143Q: 3 clusters Score -1.143261e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71373 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -11432620.000000 Penalty: 5558.226074 Iteration 144Q: 3 clusters Score -1.143262e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71394 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -11432620.000000 Penalty: 5558.226074 Iteration 145Q: 3 clusters Score -1.143262e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71411 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -11432620.000000 Penalty: 5558.226074 Iteration 146Q: 3 clusters Score -1.143262e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71421 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -11432620.000000 Penalty: 5558.226074 Iteration 147Q: 3 clusters Score -1.143262e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71435 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -11432620.000000 Penalty: 5558.226074 Iteration 148Q: 3 clusters Score -1.143262e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71452 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -11432620.000000 Penalty: 5558.226074 Iteration 149Q: 3 clusters Score -1.143262e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71467 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -11432619.000000 Penalty: 5558.226074 Iteration 150Q: 3 clusters Score -1.143262e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71478 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -11432623.000000 Penalty: 5558.226074 Iteration 151Q: 3 clusters Score -1.143262e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71489 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -11432616.000000 Penalty: 5558.226074 Iteration 152Q: 3 clusters Score -1.143262e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71498 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -11432612.000000 Penalty: 5558.226074 Iteration 153Q: 3 clusters Score -1.143261e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71507 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -11432611.000000 Penalty: 5558.226074 Iteration 154Q: 3 clusters Score -1.143261e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71514 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -11432621.000000 Penalty: 5558.226074 Iteration 155Q: 3 clusters Score -1.143262e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71525 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -11432619.000000 Penalty: 5558.226074 Iteration 156Q: 3 clusters Score -1.143262e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71532 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -11432647.000000 Penalty: 5558.226074 Iteration 157Q: 3 clusters Score -1.143265e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71539 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -11432662.000000 Penalty: 5558.226074 Iteration 158Q: 3 clusters Score -1.143266e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71547 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -11432641.000000 Penalty: 5558.226074 Iteration 159Q: 3 clusters Score -1.143264e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71568 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -11432655.000000 Penalty: 5558.226074 Iteration 160F: 3 clusters Score -1.143266e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71583 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -11432644.000000 Penalty: 5558.226074 Iteration 161Q: 3 clusters Score -1.143264e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71592 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -11432640.000000 Penalty: 5558.226074 Iteration 162Q: 3 clusters Score -1.143264e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71600 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -11432628.000000 Penalty: 5558.226074 Iteration 163Q: 3 clusters Score -1.143263e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71609 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -11432638.000000 Penalty: 5558.226074 Iteration 164Q: 3 clusters Score -1.143264e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71612 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -11432637.000000 Penalty: 5558.226074 Iteration 165Q: 3 clusters Score -1.143264e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71617 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -11432646.000000 Penalty: 5558.226074 Iteration 166Q: 3 clusters Score -1.143265e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71622 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -11432638.000000 Penalty: 5558.226074 Iteration 167Q: 3 clusters Score -1.143264e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71630 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -11432639.000000 Penalty: 5558.226074 Iteration 168Q: 3 clusters Score -1.143264e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71634 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -11432641.000000 Penalty: 5558.226074 Iteration 169Q: 3 clusters Score -1.143264e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71636 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -11432645.000000 Penalty: 5558.226074 Iteration 170Q: 3 clusters Score -1.143264e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71642 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -11432651.000000 Penalty: 5558.226074 Iteration 171Q: 3 clusters Score -1.143265e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71649 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -11432654.000000 Penalty: 5558.226074 Iteration 172Q: 3 clusters Score -1.143265e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71657 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -11432666.000000 Penalty: 5558.226074 Iteration 173Q: 3 clusters Score -1.143267e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71661 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -11432661.000000 Penalty: 5558.226074 Iteration 174Q: 3 clusters Score -1.143266e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71667 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -11432664.000000 Penalty: 5558.226074 Iteration 175Q: 3 clusters Score -1.143266e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71673 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -11432671.000000 Penalty: 5558.226074 Iteration 176Q: 3 clusters Score -1.143267e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71679 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -11432677.000000 Penalty: 5558.226074 Iteration 177Q: 3 clusters Score -1.143268e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71685 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -11432672.000000 Penalty: 5558.226074 Iteration 178Q: 3 clusters Score -1.143267e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71688 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -11432670.000000 Penalty: 5558.226074 Iteration 179Q: 3 clusters Score -1.143267e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71691 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -11432669.000000 Penalty: 5558.226074 Iteration 180F: 3 clusters Score -1.143267e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71700 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -11432676.000000 Penalty: 5558.226074 Iteration 181Q: 3 clusters Score -1.143268e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71707 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -11432676.000000 Penalty: 5558.226074 Iteration 182Q: 3 clusters Score -1.143268e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71710 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -11432681.000000 Penalty: 5558.226074 Iteration 183Q: 3 clusters Score -1.143268e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71713 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -11432684.000000 Penalty: 5558.226074 Iteration 184Q: 3 clusters Score -1.143268e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71717 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -11432672.000000 Penalty: 5558.226074 Iteration 185Q: 3 clusters Score -1.143267e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71723 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -11432686.000000 Penalty: 5558.226074 Iteration 186Q: 3 clusters Score -1.143269e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71731 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -11432697.000000 Penalty: 5558.226074 Iteration 187Q: 3 clusters Score -1.14327e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71739 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -11432707.000000 Penalty: 5558.226074 Iteration 188Q: 3 clusters Score -1.143271e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71749 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -11432700.000000 Penalty: 5558.226074 Iteration 189Q: 3 clusters Score -1.14327e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71758 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -11432706.000000 Penalty: 5558.226074 Iteration 190Q: 3 clusters Score -1.143271e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71764 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -11432710.000000 Penalty: 5558.226074 Iteration 191Q: 3 clusters Score -1.143271e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71767 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -11432695.000000 Penalty: 5558.226074 Iteration 192Q: 3 clusters Score -1.14327e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71769 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -11432691.000000 Penalty: 5558.226074 Iteration 193Q: 3 clusters Score -1.143269e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71771 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -11432690.000000 Penalty: 5558.226074 Iteration 194Q: 3 clusters Score -1.143269e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71772 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -11432692.000000 Penalty: 5558.226074 Iteration 195Q: 3 clusters Score -1.143269e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71774 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -11432704.000000 Penalty: 5558.226074 Iteration 196Q: 3 clusters Score -1.14327e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71778 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -11432696.000000 Penalty: 5558.226074 Iteration 197Q: 3 clusters Score -1.14327e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71781 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -11432699.000000 Penalty: 5558.226074 Iteration 198Q: 3 clusters Score -1.14327e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71782 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -11432704.000000 Penalty: 5558.226074 Iteration 199Q: 3 clusters Score -1.14327e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71784 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -11432700.000000 Penalty: 5558.226074 Iteration 200F: 3 clusters Score -1.14327e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71786 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -11432702.000000 Penalty: 5558.226074 Iteration 201Q: 3 clusters Score -1.14327e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71791 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -11432699.000000 Penalty: 5558.226074 Iteration 202Q: 3 clusters Score -1.14327e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71796 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -11432681.000000 Penalty: 5558.226074 Iteration 203Q: 3 clusters Score -1.143268e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71800 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -11432691.000000 Penalty: 5558.226074 Iteration 204Q: 3 clusters Score -1.143269e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71804 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -11432691.000000 Penalty: 5558.226074 Iteration 205Q: 3 clusters Score -1.143269e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71808 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -11432682.000000 Penalty: 5558.226074 Iteration 206Q: 3 clusters Score -1.143268e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71815 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -11432694.000000 Penalty: 5558.226074 Iteration 207Q: 3 clusters Score -1.143269e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71819 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -11432690.000000 Penalty: 5558.226074 Iteration 208Q: 3 clusters Score -1.143269e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71820 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -11432693.000000 Penalty: 5558.226074 Iteration 209Q: 3 clusters Score -1.143269e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71822 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -11432698.000000 Penalty: 5558.226074 Iteration 210Q: 3 clusters Score -1.14327e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71823 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -11432691.000000 Penalty: 5558.226074 Iteration 211Q: 3 clusters Score -1.143269e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71826 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -11432691.000000 Penalty: 5558.226074 Iteration 212Q: 3 clusters Score -1.143269e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71828 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -11432696.000000 Penalty: 5558.226074 Iteration 213Q: 3 clusters Score -1.14327e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71828 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -11432709.000000 Penalty: 5558.226074 Iteration 214Q: 3 clusters Score -1.143271e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71832 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -11432711.000000 Penalty: 5558.226074 Iteration 215Q: 3 clusters Score -1.143271e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71835 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -11432704.000000 Penalty: 5558.226074 Iteration 216Q: 3 clusters Score -1.14327e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71835 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -11432706.000000 Penalty: 5558.226074 Iteration 217Q: 3 clusters Score -1.143271e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71836 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -11432707.000000 Penalty: 5558.226074 Iteration 218Q: 3 clusters Score -1.143271e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71840 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -11432713.000000 Penalty: 5558.226074 Iteration 219Q: 3 clusters Score -1.143271e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71843 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -11432706.000000 Penalty: 5558.226074 Iteration 220F: 3 clusters Score -1.143271e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71845 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -11432713.000000 Penalty: 5558.226074 Iteration 221Q: 3 clusters Score -1.143271e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71851 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -11432708.000000 Penalty: 5558.226074 Iteration 222Q: 3 clusters Score -1.143271e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71855 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -11432702.000000 Penalty: 5558.226074 Iteration 223Q: 3 clusters Score -1.14327e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71858 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -11432711.000000 Penalty: 5558.226074 Iteration 224Q: 3 clusters Score -1.143271e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71861 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -11432703.000000 Penalty: 5558.226074 Iteration 225Q: 3 clusters Score -1.14327e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71865 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -11432703.000000 Penalty: 5558.226074 Iteration 226Q: 3 clusters Score -1.14327e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71868 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -11432710.000000 Penalty: 5558.226074 Iteration 227Q: 3 clusters Score -1.143271e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71873 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -11432706.000000 Penalty: 5558.226074 Iteration 228Q: 3 clusters Score -1.143271e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71877 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -11432718.000000 Penalty: 5558.226074 Iteration 229Q: 3 clusters Score -1.143272e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71878 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -11432718.000000 Penalty: 5558.226074 Iteration 230Q: 3 clusters Score -1.143272e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71880 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -11432720.000000 Penalty: 5558.226074 Iteration 231Q: 3 clusters Score -1.143272e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71882 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -11432726.000000 Penalty: 5558.226074 Iteration 232Q: 3 clusters Score -1.143273e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71883 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -11432725.000000 Penalty: 5558.226074 Iteration 233Q: 3 clusters Score -1.143272e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71883 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -11432725.000000 Penalty: 5558.226074 Iteration 234F: 3 clusters Score -1.143272e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1784 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Entering Unmasked Estep Score: -236369.031250 Penalty: 1856.680054 Iteration 0F: 2 clusters Score -236369 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -233946.484375 Penalty: 3713.360107 Iteration 0F: 3 clusters Score -233946.5 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -234603.515625 Penalty: 3713.360107 Iteration 1F: 3 clusters Score -234603.5 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -234893.093750 Penalty: 3713.360107 Iteration 2F: 3 clusters Score -234893.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -235166.296875 Penalty: 3713.360107 Iteration 3F: 3 clusters Score -235166.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -235394.078125 Penalty: 3713.360107 Iteration 4F: 3 clusters Score -235394.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -235583.968750 Penalty: 3713.360107 Iteration 5F: 3 clusters Score -235584 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -235710.109375 Penalty: 3713.360107 Iteration 6Q: 3 clusters Score -235710.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -235790.640625 Penalty: 3713.360107 Iteration 7Q: 3 clusters Score -235790.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -235839.171875 Penalty: 3713.360107 Iteration 8Q: 3 clusters Score -235839.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -235886.828125 Penalty: 3713.360107 Iteration 9Q: 3 clusters Score -235886.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -235905.500000 Penalty: 3713.360107 Iteration 10Q: 3 clusters Score -235905.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -235910.046875 Penalty: 3713.360107 Iteration 11Q: 3 clusters Score -235910 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -235913.406250 Penalty: 3713.360107 Iteration 12Q: 3 clusters Score -235913.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -235916.343750 Penalty: 3713.360107 Iteration 13Q: 3 clusters Score -235916.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -235919.328125 Penalty: 3713.360107 Iteration 14Q: 3 clusters Score -235919.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -235922.625000 Penalty: 3713.360107 Iteration 15Q: 3 clusters Score -235922.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -235923.828125 Penalty: 3713.360107 Iteration 16Q: 3 clusters Score -235923.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -235923.828125 Penalty: 3713.360107 Iteration 17F: 3 clusters Score -235923.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Entering Unmasked Estep Score: -79929.109375 Penalty: 1571.093506 Iteration 0F: 2 clusters Score -79929.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -78459.601562 Penalty: 3142.187012 Iteration 0F: 3 clusters Score -78459.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -78745.781250 Penalty: 3142.187012 Iteration 1F: 3 clusters Score -78745.78 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -78857.312500 Penalty: 3142.187012 Iteration 2F: 3 clusters Score -78857.31 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -78934.109375 Penalty: 3142.187012 Iteration 3F: 3 clusters Score -78934.11 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -79072.640625 Penalty: 3142.187012 Iteration 4Q: 3 clusters Score -79072.64 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -79176.101562 Penalty: 3142.187012 Iteration 5Q: 3 clusters Score -79176.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -79261.882812 Penalty: 3142.187012 Iteration 6Q: 3 clusters Score -79261.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -79344.554688 Penalty: 3142.187012 Iteration 7Q: 3 clusters Score -79344.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -79410.781250 Penalty: 3142.187012 Iteration 8Q: 3 clusters Score -79410.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -79453.164062 Penalty: 3142.187012 Iteration 9Q: 3 clusters Score -79453.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -79493.343750 Penalty: 3142.187012 Iteration 10Q: 3 clusters Score -79493.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -79527.250000 Penalty: 3142.187012 Iteration 11Q: 3 clusters Score -79527.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -79538.507812 Penalty: 3142.187012 Iteration 12Q: 3 clusters Score -79538.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -79543.164062 Penalty: 3142.187012 Iteration 13Q: 3 clusters Score -79543.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -79543.210938 Penalty: 3142.187012 Iteration 14F: 3 clusters Score -79543.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -79594.718750 Penalty: 3142.187012 Iteration 15Q: 3 clusters Score -79594.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -79603.296875 Penalty: 3142.187012 Iteration 16Q: 3 clusters Score -79603.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -79613.468750 Penalty: 3142.187012 Iteration 17Q: 3 clusters Score -79613.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -79616.398438 Penalty: 3142.187012 Iteration 18Q: 3 clusters Score -79616.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -79616.398438 Penalty: 3142.187012 Iteration 19F: 3 clusters Score -79616.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Entering Unmasked Estep Score: -220474.859375 Penalty: 1820.366455 Iteration 0F: 2 clusters Score -220474.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -218206.718750 Penalty: 3640.732910 Iteration 0F: 3 clusters Score -218206.7 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -218711.484375 Penalty: 3640.732910 Iteration 1F: 3 clusters Score -218711.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -218915.546875 Penalty: 3640.732910 Iteration 2F: 3 clusters Score -218915.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -219115.125000 Penalty: 3640.732910 Iteration 3F: 3 clusters Score -219115.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -219279.453125 Penalty: 3640.732910 Iteration 4F: 3 clusters Score -219279.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -219407.734375 Penalty: 3640.732910 Iteration 5F: 3 clusters Score -219407.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -219474.218750 Penalty: 3640.732910 Iteration 6Q: 3 clusters Score -219474.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -219523.640625 Penalty: 3640.732910 Iteration 7Q: 3 clusters Score -219523.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -219566.593750 Penalty: 3640.732910 Iteration 8Q: 3 clusters Score -219566.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -219593.578125 Penalty: 3640.732910 Iteration 9Q: 3 clusters Score -219593.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -219610.046875 Penalty: 3640.732910 Iteration 10Q: 3 clusters Score -219610 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -219624.093750 Penalty: 3640.732910 Iteration 11Q: 3 clusters Score -219624.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -219640.312500 Penalty: 3640.732910 Iteration 12Q: 3 clusters Score -219640.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -219656.640625 Penalty: 3640.732910 Iteration 13Q: 3 clusters Score -219656.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -219664.968750 Penalty: 3640.732910 Iteration 14Q: 3 clusters Score -219665 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -219667.515625 Penalty: 3640.732910 Iteration 15Q: 3 clusters Score -219667.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -219669.156250 Penalty: 3640.732910 Iteration 16Q: 3 clusters Score -219669.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -219670.265625 Penalty: 3640.732910 Iteration 17Q: 3 clusters Score -219670.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -219670.562500 Penalty: 3640.732910 Iteration 18Q: 3 clusters Score -219670.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -219670.828125 Penalty: 3640.732910 Iteration 19Q: 3 clusters Score -219670.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -219670.828125 Penalty: 3640.732910 Iteration 20F: 3 clusters Score -219670.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Entering Unmasked Estep Score: -608371.875000 Penalty: 2076.297607 Iteration 0F: 2 clusters Score -608371.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -604219.000000 Penalty: 4152.595215 Iteration 0F: 3 clusters Score -604219 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -605306.062500 Penalty: 4152.595215 Iteration 1F: 3 clusters Score -605306.1 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -605545.000000 Penalty: 4152.595215 Iteration 2F: 3 clusters Score -605545 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -605692.062500 Penalty: 4152.595215 Iteration 3Q: 3 clusters Score -605692.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -605799.000000 Penalty: 4152.595215 Iteration 4Q: 3 clusters Score -605799 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -605879.687500 Penalty: 4152.595215 Iteration 5Q: 3 clusters Score -605879.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -605950.312500 Penalty: 4152.595215 Iteration 6Q: 3 clusters Score -605950.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -606020.187500 Penalty: 4152.595215 Iteration 7Q: 3 clusters Score -606020.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -606093.437500 Penalty: 4152.595215 Iteration 8Q: 3 clusters Score -606093.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -606167.937500 Penalty: 4152.595215 Iteration 9Q: 3 clusters Score -606167.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -606226.125000 Penalty: 4152.595215 Iteration 10Q: 3 clusters Score -606226.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -606275.625000 Penalty: 4152.595215 Iteration 11Q: 3 clusters Score -606275.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -606329.187500 Penalty: 4152.595215 Iteration 12Q: 3 clusters Score -606329.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -606382.937500 Penalty: 4152.595215 Iteration 13Q: 3 clusters Score -606382.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -606431.687500 Penalty: 4152.595215 Iteration 14Q: 3 clusters Score -606431.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -606486.250000 Penalty: 4152.595215 Iteration 15Q: 3 clusters Score -606486.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -606553.375000 Penalty: 4152.595215 Iteration 16Q: 3 clusters Score -606553.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -606629.562500 Penalty: 4152.595215 Iteration 17Q: 3 clusters Score -606629.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -606704.875000 Penalty: 4152.595215 Iteration 18Q: 3 clusters Score -606704.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -606769.062500 Penalty: 4152.595215 Iteration 19Q: 3 clusters Score -606769.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -606813.750000 Penalty: 4152.595215 Iteration 20F: 3 clusters Score -606813.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -606845.312500 Penalty: 4152.595215 Iteration 21Q: 3 clusters Score -606845.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -606873.937500 Penalty: 4152.595215 Iteration 22Q: 3 clusters Score -606873.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -606893.875000 Penalty: 4152.595215 Iteration 23Q: 3 clusters Score -606893.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -606911.062500 Penalty: 4152.595215 Iteration 24Q: 3 clusters Score -606911.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -606923.062500 Penalty: 4152.595215 Iteration 25Q: 3 clusters Score -606923.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -606934.812500 Penalty: 4152.595215 Iteration 26Q: 3 clusters Score -606934.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -606941.500000 Penalty: 4152.595215 Iteration 27Q: 3 clusters Score -606941.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -606951.187500 Penalty: 4152.595215 Iteration 28Q: 3 clusters Score -606951.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -606954.625000 Penalty: 4152.595215 Iteration 29Q: 3 clusters Score -606954.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -606958.812500 Penalty: 4152.595215 Iteration 30Q: 3 clusters Score -606958.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -606966.187500 Penalty: 4152.595215 Iteration 31Q: 3 clusters Score -606966.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -606971.375000 Penalty: 4152.595215 Iteration 32Q: 3 clusters Score -606971.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -606981.187500 Penalty: 4152.595215 Iteration 33Q: 3 clusters Score -606981.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -606988.750000 Penalty: 4152.595215 Iteration 34Q: 3 clusters Score -606988.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -606995.500000 Penalty: 4152.595215 Iteration 35Q: 3 clusters Score -606995.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -607002.250000 Penalty: 4152.595215 Iteration 36Q: 3 clusters Score -607002.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -607006.687500 Penalty: 4152.595215 Iteration 37Q: 3 clusters Score -607006.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -607010.125000 Penalty: 4152.595215 Iteration 38Q: 3 clusters Score -607010.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -607014.250000 Penalty: 4152.595215 Iteration 39Q: 3 clusters Score -607014.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -607022.687500 Penalty: 4152.595215 Iteration 40F: 3 clusters Score -607022.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -607032.250000 Penalty: 4152.595215 Iteration 41Q: 3 clusters Score -607032.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -607047.250000 Penalty: 4152.595215 Iteration 42Q: 3 clusters Score -607047.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -607058.437500 Penalty: 4152.595215 Iteration 43Q: 3 clusters Score -607058.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -607069.312500 Penalty: 4152.595215 Iteration 44Q: 3 clusters Score -607069.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -607082.187500 Penalty: 4152.595215 Iteration 45Q: 3 clusters Score -607082.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -607085.187500 Penalty: 4152.595215 Iteration 46Q: 3 clusters Score -607085.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -607087.250000 Penalty: 4152.595215 Iteration 47Q: 3 clusters Score -607087.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -607089.125000 Penalty: 4152.595215 Iteration 48Q: 3 clusters Score -607089.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -607089.437500 Penalty: 4152.595215 Iteration 49Q: 3 clusters Score -607089.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -607091.062500 Penalty: 4152.595215 Iteration 50Q: 3 clusters Score -607091.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -607093.812500 Penalty: 4152.595215 Iteration 51Q: 3 clusters Score -607093.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -607096.312500 Penalty: 4152.595215 Iteration 52Q: 3 clusters Score -607096.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -607099.312500 Penalty: 4152.595215 Iteration 53Q: 3 clusters Score -607099.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -607099.937500 Penalty: 4152.595215 Iteration 54Q: 3 clusters Score -607099.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -607099.875000 Penalty: 4152.595215 Iteration 55Q: 3 clusters Score -607099.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -607101.250000 Penalty: 4152.595215 Iteration 56Q: 3 clusters Score -607101.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -607102.625000 Penalty: 4152.595215 Iteration 57Q: 3 clusters Score -607102.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -607105.062500 Penalty: 4152.595215 Iteration 58Q: 3 clusters Score -607105.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -607104.437500 Penalty: 4152.595215 Iteration 59Q: 3 clusters Score -607104.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -607105.125000 Penalty: 4152.595215 Iteration 60F: 3 clusters Score -607105.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (6745 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Entering Unmasked Estep Score: -1051301.000000 Penalty: 2186.506104 Iteration 0F: 2 clusters Score -1051301 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -1045662.562500 Penalty: 4373.012207 Iteration 0F: 3 clusters Score -1045663 nChanged 2699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -1047157.250000 Penalty: 4373.012207 Iteration 1F: 3 clusters Score -1047157 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -1047437.812500 Penalty: 4373.012207 Iteration 2F: 3 clusters Score -1047438 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -1047648.125000 Penalty: 4373.012207 Iteration 3F: 3 clusters Score -1047648 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -1047818.687500 Penalty: 4373.012207 Iteration 4Q: 3 clusters Score -1047819 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -1047940.937500 Penalty: 4373.012207 Iteration 5Q: 3 clusters Score -1047941 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -1048034.437500 Penalty: 4373.012207 Iteration 6Q: 3 clusters Score -1048034 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -1048111.187500 Penalty: 4373.012207 Iteration 7Q: 3 clusters Score -1048111 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -1048167.062500 Penalty: 4373.012207 Iteration 8Q: 3 clusters Score -1048167 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -1048210.312500 Penalty: 4373.012207 Iteration 9Q: 3 clusters Score -1048210 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -1048248.062500 Penalty: 4373.012207 Iteration 10Q: 3 clusters Score -1048248 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -1048284.625000 Penalty: 4373.012207 Iteration 11Q: 3 clusters Score -1048285 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1048321.187500 Penalty: 4373.012207 Iteration 12Q: 3 clusters Score -1048321 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -1048349.687500 Penalty: 4373.012207 Iteration 13Q: 3 clusters Score -1048350 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -1048371.812500 Penalty: 4373.012207 Iteration 14Q: 3 clusters Score -1048372 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -1048389.500000 Penalty: 4373.012207 Iteration 15Q: 3 clusters Score -1048390 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -1048402.062500 Penalty: 4373.012207 Iteration 16Q: 3 clusters Score -1048402 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -1048415.250000 Penalty: 4373.012207 Iteration 17Q: 3 clusters Score -1048415 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -1048428.312500 Penalty: 4373.012207 Iteration 18Q: 3 clusters Score -1048428 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -1048440.187500 Penalty: 4373.012207 Iteration 19Q: 3 clusters Score -1048440 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -1048450.937500 Penalty: 4373.012207 Iteration 20F: 3 clusters Score -1048451 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -1048463.500000 Penalty: 4373.012207 Iteration 21Q: 3 clusters Score -1048464 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -1048473.312500 Penalty: 4373.012207 Iteration 22Q: 3 clusters Score -1048473 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -1048487.062500 Penalty: 4373.012207 Iteration 23Q: 3 clusters Score -1048487 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1048501.250000 Penalty: 4373.012207 Iteration 24Q: 3 clusters Score -1048501 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -1048516.000000 Penalty: 4373.012207 Iteration 25Q: 3 clusters Score -1048516 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -1048536.000000 Penalty: 4373.012207 Iteration 26Q: 3 clusters Score -1048536 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -1048556.062500 Penalty: 4373.012207 Iteration 27Q: 3 clusters Score -1048556 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -1048585.500000 Penalty: 4373.012207 Iteration 28Q: 3 clusters Score -1048586 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -1048610.375000 Penalty: 4373.012207 Iteration 29Q: 3 clusters Score -1048610 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -1048631.750000 Penalty: 4373.012207 Iteration 30Q: 3 clusters Score -1048632 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -1048643.375000 Penalty: 4373.012207 Iteration 31Q: 3 clusters Score -1048643 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -1048655.250000 Penalty: 4373.012207 Iteration 32Q: 3 clusters Score -1048655 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -1048668.625000 Penalty: 4373.012207 Iteration 33Q: 3 clusters Score -1048669 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -1048679.125000 Penalty: 4373.012207 Iteration 34Q: 3 clusters Score -1048679 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -1048689.500000 Penalty: 4373.012207 Iteration 35Q: 3 clusters Score -1048690 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -1048696.000000 Penalty: 4373.012207 Iteration 36Q: 3 clusters Score -1048696 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -1048704.375000 Penalty: 4373.012207 Iteration 37Q: 3 clusters Score -1048704 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -1048714.000000 Penalty: 4373.012207 Iteration 38Q: 3 clusters Score -1048714 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -1048721.000000 Penalty: 4373.012207 Iteration 39Q: 3 clusters Score -1048721 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -1048728.375000 Penalty: 4373.012207 Iteration 40F: 3 clusters Score -1048728 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -1048732.500000 Penalty: 4373.012207 Iteration 41Q: 3 clusters Score -1048732 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -1048734.375000 Penalty: 4373.012207 Iteration 42Q: 3 clusters Score -1048734 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -1048738.000000 Penalty: 4373.012207 Iteration 43Q: 3 clusters Score -1048738 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -1048741.625000 Penalty: 4373.012207 Iteration 44Q: 3 clusters Score -1048742 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -1048749.500000 Penalty: 4373.012207 Iteration 45Q: 3 clusters Score -1048750 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -1048756.500000 Penalty: 4373.012207 Iteration 46Q: 3 clusters Score -1048756 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -1048765.750000 Penalty: 4373.012207 Iteration 47Q: 3 clusters Score -1048766 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1048778.250000 Penalty: 4373.012207 Iteration 48Q: 3 clusters Score -1048778 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -1048793.750000 Penalty: 4373.012207 Iteration 49Q: 3 clusters Score -1048794 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -1048801.875000 Penalty: 4373.012207 Iteration 50Q: 3 clusters Score -1048802 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -1048815.125000 Penalty: 4373.012207 Iteration 51Q: 3 clusters Score -1048815 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -1048827.625000 Penalty: 4373.012207 Iteration 52Q: 3 clusters Score -1048828 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -1048832.750000 Penalty: 4373.012207 Iteration 53Q: 3 clusters Score -1048833 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -1048835.125000 Penalty: 4373.012207 Iteration 54Q: 3 clusters Score -1048835 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -1048838.750000 Penalty: 4373.012207 Iteration 55Q: 3 clusters Score -1048839 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -1048840.500000 Penalty: 4373.012207 Iteration 56Q: 3 clusters Score -1048840 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -1048840.375000 Penalty: 4373.012207 Iteration 57Q: 3 clusters Score -1048840 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -1048840.375000 Penalty: 4373.012207 Iteration 58Q: 3 clusters Score -1048840 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -1048840.500000 Penalty: 4373.012207 Iteration 59Q: 3 clusters Score -1048840 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -1048843.000000 Penalty: 4373.012207 Iteration 60F: 3 clusters Score -1048843 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -1048844.250000 Penalty: 4373.012207 Iteration 61Q: 3 clusters Score -1048844 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -1048844.875000 Penalty: 4373.012207 Iteration 62Q: 3 clusters Score -1048845 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1048845.625000 Penalty: 4373.012207 Iteration 63Q: 3 clusters Score -1048846 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1048847.500000 Penalty: 4373.012207 Iteration 64Q: 3 clusters Score -1048848 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -1048847.875000 Penalty: 4373.012207 Iteration 65Q: 3 clusters Score -1048848 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -1048851.250000 Penalty: 4373.012207 Iteration 66Q: 3 clusters Score -1048851 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -1048853.375000 Penalty: 4373.012207 Iteration 67Q: 3 clusters Score -1048853 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -1048855.625000 Penalty: 4373.012207 Iteration 68Q: 3 clusters Score -1048856 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -1048861.875000 Penalty: 4373.012207 Iteration 69Q: 3 clusters Score -1048862 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -1048868.625000 Penalty: 4373.012207 Iteration 70Q: 3 clusters Score -1048869 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -1048869.500000 Penalty: 4373.012207 Iteration 71Q: 3 clusters Score -1048870 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -1048876.375000 Penalty: 4373.012207 Iteration 72Q: 3 clusters Score -1048876 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -1048879.500000 Penalty: 4373.012207 Iteration 73Q: 3 clusters Score -1048880 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -1048882.875000 Penalty: 4373.012207 Iteration 74Q: 3 clusters Score -1048883 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -1048883.750000 Penalty: 4373.012207 Iteration 75Q: 3 clusters Score -1048884 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1048886.500000 Penalty: 4373.012207 Iteration 76Q: 3 clusters Score -1048886 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -1048889.375000 Penalty: 4373.012207 Iteration 77Q: 3 clusters Score -1048889 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -1048892.375000 Penalty: 4373.012207 Iteration 78Q: 3 clusters Score -1048892 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1048896.250000 Penalty: 4373.012207 Iteration 79Q: 3 clusters Score -1048896 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -1048901.250000 Penalty: 4373.012207 Iteration 80F: 3 clusters Score -1048901 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -1048906.375000 Penalty: 4373.012207 Iteration 81Q: 3 clusters Score -1048906 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -1048911.000000 Penalty: 4373.012207 Iteration 82Q: 3 clusters Score -1048911 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -1048914.375000 Penalty: 4373.012207 Iteration 83Q: 3 clusters Score -1048914 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -1048917.500000 Penalty: 4373.012207 Iteration 84Q: 3 clusters Score -1048918 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1048917.750000 Penalty: 4373.012207 Iteration 85Q: 3 clusters Score -1048918 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -1048919.625000 Penalty: 4373.012207 Iteration 86Q: 3 clusters Score -1048920 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -1048921.750000 Penalty: 4373.012207 Iteration 87Q: 3 clusters Score -1048922 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -1048920.500000 Penalty: 4373.012207 Iteration 88Q: 3 clusters Score -1048920 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -1048922.125000 Penalty: 4373.012207 Iteration 89Q: 3 clusters Score -1048922 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1048920.625000 Penalty: 4373.012207 Iteration 90Q: 3 clusters Score -1048921 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1048920.625000 Penalty: 4373.012207 Iteration 91F: 3 clusters Score -1048921 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (3756 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Entering Unmasked Estep Score: -575812.437500 Penalty: 2041.315186 Iteration 0F: 2 clusters Score -575812.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -572078.937500 Penalty: 4082.630371 Iteration 0F: 3 clusters Score -572078.9 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -572903.062500 Penalty: 4082.630371 Iteration 1F: 3 clusters Score -572903.1 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -573091.812500 Penalty: 4082.630371 Iteration 2F: 3 clusters Score -573091.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -573217.687500 Penalty: 4082.630371 Iteration 3F: 3 clusters Score -573217.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -573317.937500 Penalty: 4082.630371 Iteration 4Q: 3 clusters Score -573317.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -573409.000000 Penalty: 4082.630371 Iteration 5Q: 3 clusters Score -573409 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -573496.125000 Penalty: 4082.630371 Iteration 6Q: 3 clusters Score -573496.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -573573.875000 Penalty: 4082.630371 Iteration 7Q: 3 clusters Score -573573.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -573641.875000 Penalty: 4082.630371 Iteration 8Q: 3 clusters Score -573641.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -573718.187500 Penalty: 4082.630371 Iteration 9Q: 3 clusters Score -573718.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -573787.000000 Penalty: 4082.630371 Iteration 10Q: 3 clusters Score -573787 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -573850.437500 Penalty: 4082.630371 Iteration 11Q: 3 clusters Score -573850.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -573896.625000 Penalty: 4082.630371 Iteration 12Q: 3 clusters Score -573896.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -573936.812500 Penalty: 4082.630371 Iteration 13Q: 3 clusters Score -573936.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -573979.187500 Penalty: 4082.630371 Iteration 14Q: 3 clusters Score -573979.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -574013.000000 Penalty: 4082.630371 Iteration 15Q: 3 clusters Score -574013 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -574038.437500 Penalty: 4082.630371 Iteration 16Q: 3 clusters Score -574038.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -574057.812500 Penalty: 4082.630371 Iteration 17Q: 3 clusters Score -574057.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -574076.750000 Penalty: 4082.630371 Iteration 18Q: 3 clusters Score -574076.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -574088.437500 Penalty: 4082.630371 Iteration 19Q: 3 clusters Score -574088.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -574095.875000 Penalty: 4082.630371 Iteration 20F: 3 clusters Score -574095.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -574102.125000 Penalty: 4082.630371 Iteration 21Q: 3 clusters Score -574102.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -574106.687500 Penalty: 4082.630371 Iteration 22Q: 3 clusters Score -574106.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -574109.500000 Penalty: 4082.630371 Iteration 23Q: 3 clusters Score -574109.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -574111.312500 Penalty: 4082.630371 Iteration 24Q: 3 clusters Score -574111.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -574116.250000 Penalty: 4082.630371 Iteration 25Q: 3 clusters Score -574116.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -574119.875000 Penalty: 4082.630371 Iteration 26Q: 3 clusters Score -574119.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -574121.875000 Penalty: 4082.630371 Iteration 27Q: 3 clusters Score -574121.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -574124.500000 Penalty: 4082.630371 Iteration 28Q: 3 clusters Score -574124.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -574125.500000 Penalty: 4082.630371 Iteration 29Q: 3 clusters Score -574125.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -574125.500000 Penalty: 4082.630371 Iteration 30F: 3 clusters Score -574125.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (12739 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12739 members Entering Unmasked Estep Score: -1833475.875000 Penalty: 2344.200928 Iteration 0F: 2 clusters Score -1833476 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -1823978.000000 Penalty: 4688.401855 Iteration 0F: 3 clusters Score -1823978 nChanged 5470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Mstep: Class 2 contains 6499 members Entering Unmasked Estep Score: -1827048.000000 Penalty: 4688.401855 Iteration 1F: 3 clusters Score -1827048 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 6618 members Entering Unmasked Estep Score: -1827709.750000 Penalty: 4688.401855 Iteration 2F: 3 clusters Score -1827710 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 6709 members Entering Unmasked Estep Score: -1828345.000000 Penalty: 4688.401855 Iteration 3F: 3 clusters Score -1828345 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6056 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -1828966.125000 Penalty: 4688.401855 Iteration 4F: 3 clusters Score -1828966 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6188 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -1829581.000000 Penalty: 4688.401855 Iteration 5F: 3 clusters Score -1829581 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -1830159.125000 Penalty: 4688.401855 Iteration 6F: 3 clusters Score -1830159 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -1830679.375000 Penalty: 4688.401855 Iteration 7F: 3 clusters Score -1830679 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -1831066.375000 Penalty: 4688.401855 Iteration 8F: 3 clusters Score -1831066 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -1831384.250000 Penalty: 4688.401855 Iteration 9Q: 3 clusters Score -1831384 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7367 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -1831637.375000 Penalty: 4688.401855 Iteration 10Q: 3 clusters Score -1831637 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7543 members Mstep: Class 2 contains 5196 members Entering Unmasked Estep Score: -1831771.375000 Penalty: 4688.401855 Iteration 11Q: 3 clusters Score -1831771 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -1831860.375000 Penalty: 4688.401855 Iteration 12Q: 3 clusters Score -1831860 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -1831916.000000 Penalty: 4688.401855 Iteration 13Q: 3 clusters Score -1831916 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7918 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -1831933.750000 Penalty: 4688.401855 Iteration 14Q: 3 clusters Score -1831934 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8005 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -1831968.375000 Penalty: 4688.401855 Iteration 15Q: 3 clusters Score -1831968 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8077 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -1831989.250000 Penalty: 4688.401855 Iteration 16Q: 3 clusters Score -1831989 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8130 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -1831999.000000 Penalty: 4688.401855 Iteration 17Q: 3 clusters Score -1831999 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -1832010.250000 Penalty: 4688.401855 Iteration 18Q: 3 clusters Score -1832010 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8204 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -1832014.875000 Penalty: 4688.401855 Iteration 19Q: 3 clusters Score -1832015 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8243 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -1832018.750000 Penalty: 4688.401855 Iteration 20F: 3 clusters Score -1832019 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8273 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -1832027.875000 Penalty: 4688.401855 Iteration 21Q: 3 clusters Score -1832028 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8303 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -1832033.500000 Penalty: 4688.401855 Iteration 22Q: 3 clusters Score -1832034 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8327 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -1832038.750000 Penalty: 4688.401855 Iteration 23Q: 3 clusters Score -1832039 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8348 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -1832041.500000 Penalty: 4688.401855 Iteration 24Q: 3 clusters Score -1832042 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8369 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -1832046.625000 Penalty: 4688.401855 Iteration 25Q: 3 clusters Score -1832047 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8390 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -1832047.500000 Penalty: 4688.401855 Iteration 26Q: 3 clusters Score -1832048 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8419 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1832048.875000 Penalty: 4688.401855 Iteration 27Q: 3 clusters Score -1832049 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8444 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -1832054.375000 Penalty: 4688.401855 Iteration 28Q: 3 clusters Score -1832054 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -1832058.500000 Penalty: 4688.401855 Iteration 29Q: 3 clusters Score -1832058 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8487 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -1832061.750000 Penalty: 4688.401855 Iteration 30Q: 3 clusters Score -1832062 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8506 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -1832067.250000 Penalty: 4688.401855 Iteration 31Q: 3 clusters Score -1832067 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8526 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -1832064.250000 Penalty: 4688.401855 Iteration 32Q: 3 clusters Score -1832064 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8543 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -1832069.625000 Penalty: 4688.401855 Iteration 33Q: 3 clusters Score -1832070 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -1832073.125000 Penalty: 4688.401855 Iteration 34Q: 3 clusters Score -1832073 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8585 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -1832075.750000 Penalty: 4688.401855 Iteration 35Q: 3 clusters Score -1832076 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8608 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -1832083.000000 Penalty: 4688.401855 Iteration 36Q: 3 clusters Score -1832083 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8635 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -1832088.750000 Penalty: 4688.401855 Iteration 37Q: 3 clusters Score -1832089 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8658 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -1832090.750000 Penalty: 4688.401855 Iteration 38Q: 3 clusters Score -1832091 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8684 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -1832094.000000 Penalty: 4688.401855 Iteration 39Q: 3 clusters Score -1832094 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8706 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -1832093.625000 Penalty: 4688.401855 Iteration 40F: 3 clusters Score -1832094 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8735 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -1832096.000000 Penalty: 4688.401855 Iteration 41Q: 3 clusters Score -1832096 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8759 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -1832098.750000 Penalty: 4688.401855 Iteration 42Q: 3 clusters Score -1832099 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8785 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -1832113.750000 Penalty: 4688.401855 Iteration 43Q: 3 clusters Score -1832114 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8819 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -1832117.375000 Penalty: 4688.401855 Iteration 44Q: 3 clusters Score -1832117 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8858 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -1832125.250000 Penalty: 4688.401855 Iteration 45Q: 3 clusters Score -1832125 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8889 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -1832135.125000 Penalty: 4688.401855 Iteration 46Q: 3 clusters Score -1832135 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8915 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -1832139.000000 Penalty: 4688.401855 Iteration 47Q: 3 clusters Score -1832139 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8942 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -1832141.250000 Penalty: 4688.401855 Iteration 48Q: 3 clusters Score -1832141 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8967 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -1832153.000000 Penalty: 4688.401855 Iteration 49Q: 3 clusters Score -1832153 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8993 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -1832154.250000 Penalty: 4688.401855 Iteration 50Q: 3 clusters Score -1832154 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9016 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -1832161.500000 Penalty: 4688.401855 Iteration 51Q: 3 clusters Score -1832162 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9037 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -1832165.875000 Penalty: 4688.401855 Iteration 52Q: 3 clusters Score -1832166 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9059 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -1832170.375000 Penalty: 4688.401855 Iteration 53Q: 3 clusters Score -1832170 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9083 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -1832170.625000 Penalty: 4688.401855 Iteration 54Q: 3 clusters Score -1832171 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9115 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -1832179.750000 Penalty: 4688.401855 Iteration 55Q: 3 clusters Score -1832180 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -1832184.750000 Penalty: 4688.401855 Iteration 56Q: 3 clusters Score -1832185 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9171 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -1832188.875000 Penalty: 4688.401855 Iteration 57Q: 3 clusters Score -1832189 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9194 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -1832192.625000 Penalty: 4688.401855 Iteration 58Q: 3 clusters Score -1832193 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9216 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -1832198.125000 Penalty: 4688.401855 Iteration 59Q: 3 clusters Score -1832198 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9241 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -1832205.000000 Penalty: 4688.401855 Iteration 60F: 3 clusters Score -1832205 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9257 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -1832210.750000 Penalty: 4688.401855 Iteration 61Q: 3 clusters Score -1832211 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9278 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -1832213.500000 Penalty: 4688.401855 Iteration 62Q: 3 clusters Score -1832214 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9300 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -1832223.500000 Penalty: 4688.401855 Iteration 63Q: 3 clusters Score -1832224 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9323 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -1832229.500000 Penalty: 4688.401855 Iteration 64Q: 3 clusters Score -1832230 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -1832231.500000 Penalty: 4688.401855 Iteration 65Q: 3 clusters Score -1832232 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9380 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -1832235.000000 Penalty: 4688.401855 Iteration 66Q: 3 clusters Score -1832235 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9419 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -1832243.375000 Penalty: 4688.401855 Iteration 67Q: 3 clusters Score -1832243 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9459 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -1832259.125000 Penalty: 4688.401855 Iteration 68Q: 3 clusters Score -1832259 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9502 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -1832274.125000 Penalty: 4688.401855 Iteration 69Q: 3 clusters Score -1832274 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9553 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -1832309.750000 Penalty: 4688.401855 Iteration 70Q: 3 clusters Score -1832310 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9623 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -1832350.750000 Penalty: 4688.401855 Iteration 71Q: 3 clusters Score -1832351 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9701 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -1832387.625000 Penalty: 4688.401855 Iteration 72Q: 3 clusters Score -1832388 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9772 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -1832417.625000 Penalty: 4688.401855 Iteration 73Q: 3 clusters Score -1832418 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9841 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -1832442.875000 Penalty: 4688.401855 Iteration 74Q: 3 clusters Score -1832443 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9887 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -1832450.375000 Penalty: 4688.401855 Iteration 75Q: 3 clusters Score -1832450 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9923 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -1832458.625000 Penalty: 4688.401855 Iteration 76Q: 3 clusters Score -1832459 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9958 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -1832467.250000 Penalty: 4688.401855 Iteration 77Q: 3 clusters Score -1832467 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9995 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -1832481.875000 Penalty: 4688.401855 Iteration 78Q: 3 clusters Score -1832482 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10022 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -1832481.625000 Penalty: 4688.401855 Iteration 79Q: 3 clusters Score -1832482 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10045 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -1832492.375000 Penalty: 4688.401855 Iteration 80F: 3 clusters Score -1832492 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10075 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -1832498.250000 Penalty: 4688.401855 Iteration 81Q: 3 clusters Score -1832498 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10098 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -1832503.250000 Penalty: 4688.401855 Iteration 82Q: 3 clusters Score -1832503 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10120 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -1832515.125000 Penalty: 4688.401855 Iteration 83Q: 3 clusters Score -1832515 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10141 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -1832518.000000 Penalty: 4688.401855 Iteration 84Q: 3 clusters Score -1832518 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10157 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -1832520.875000 Penalty: 4688.401855 Iteration 85Q: 3 clusters Score -1832521 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10172 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -1832526.250000 Penalty: 4688.401855 Iteration 86Q: 3 clusters Score -1832526 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10186 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -1832530.375000 Penalty: 4688.401855 Iteration 87Q: 3 clusters Score -1832530 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10202 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -1832534.375000 Penalty: 4688.401855 Iteration 88Q: 3 clusters Score -1832534 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10217 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -1832538.125000 Penalty: 4688.401855 Iteration 89Q: 3 clusters Score -1832538 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10235 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -1832542.875000 Penalty: 4688.401855 Iteration 90Q: 3 clusters Score -1832543 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10251 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -1832548.250000 Penalty: 4688.401855 Iteration 91Q: 3 clusters Score -1832548 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10264 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -1832550.375000 Penalty: 4688.401855 Iteration 92Q: 3 clusters Score -1832550 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10279 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -1832549.500000 Penalty: 4688.401855 Iteration 93Q: 3 clusters Score -1832550 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10294 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -1832549.875000 Penalty: 4688.401855 Iteration 94Q: 3 clusters Score -1832550 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10303 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -1832552.750000 Penalty: 4688.401855 Iteration 95Q: 3 clusters Score -1832553 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10315 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -1832559.750000 Penalty: 4688.401855 Iteration 96Q: 3 clusters Score -1832560 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10328 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -1832562.375000 Penalty: 4688.401855 Iteration 97Q: 3 clusters Score -1832562 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10344 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -1832572.375000 Penalty: 4688.401855 Iteration 98Q: 3 clusters Score -1832572 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10366 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -1832585.375000 Penalty: 4688.401855 Iteration 99Q: 3 clusters Score -1832585 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10387 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -1832592.250000 Penalty: 4688.401855 Iteration 100F: 3 clusters Score -1832592 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10407 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1832600.000000 Penalty: 4688.401855 Iteration 101Q: 3 clusters Score -1832600 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10432 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -1832609.500000 Penalty: 4688.401855 Iteration 102Q: 3 clusters Score -1832610 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10454 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -1832617.875000 Penalty: 4688.401855 Iteration 103Q: 3 clusters Score -1832618 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10472 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -1832623.750000 Penalty: 4688.401855 Iteration 104Q: 3 clusters Score -1832624 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10484 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -1832630.875000 Penalty: 4688.401855 Iteration 105Q: 3 clusters Score -1832631 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10497 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -1832636.000000 Penalty: 4688.401855 Iteration 106Q: 3 clusters Score -1832636 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10509 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -1832636.500000 Penalty: 4688.401855 Iteration 107Q: 3 clusters Score -1832636 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10521 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -1832643.125000 Penalty: 4688.401855 Iteration 108Q: 3 clusters Score -1832643 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10537 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -1832646.875000 Penalty: 4688.401855 Iteration 109Q: 3 clusters Score -1832647 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10550 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -1832652.625000 Penalty: 4688.401855 Iteration 110Q: 3 clusters Score -1832653 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10566 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -1832659.250000 Penalty: 4688.401855 Iteration 111Q: 3 clusters Score -1832659 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10583 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -1832657.375000 Penalty: 4688.401855 Iteration 112Q: 3 clusters Score -1832657 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10594 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -1832661.875000 Penalty: 4688.401855 Iteration 113Q: 3 clusters Score -1832662 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10599 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -1832662.625000 Penalty: 4688.401855 Iteration 114Q: 3 clusters Score -1832663 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10603 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -1832664.500000 Penalty: 4688.401855 Iteration 115Q: 3 clusters Score -1832664 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10606 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -1832665.500000 Penalty: 4688.401855 Iteration 116Q: 3 clusters Score -1832666 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10607 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -1832667.875000 Penalty: 4688.401855 Iteration 117Q: 3 clusters Score -1832668 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10610 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -1832670.250000 Penalty: 4688.401855 Iteration 118Q: 3 clusters Score -1832670 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10614 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -1832672.625000 Penalty: 4688.401855 Iteration 119Q: 3 clusters Score -1832673 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10614 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -1832672.375000 Penalty: 4688.401855 Iteration 120F: 3 clusters Score -1832672 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10614 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -1832673.625000 Penalty: 4688.401855 Iteration 121Q: 3 clusters Score -1832674 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10614 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -1832673.625000 Penalty: 4688.401855 Iteration 122F: 3 clusters Score -1832674 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (6928 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Entering Unmasked Estep Score: -1025205.625000 Penalty: 2193.145020 Iteration 0F: 2 clusters Score -1025206 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 3462 members Entering Unmasked Estep Score: -1019491.062500 Penalty: 4386.290039 Iteration 0F: 3 clusters Score -1019491 nChanged 2775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -1020949.250000 Penalty: 4386.290039 Iteration 1F: 3 clusters Score -1020949 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -1021174.250000 Penalty: 4386.290039 Iteration 2F: 3 clusters Score -1021174 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -1021310.000000 Penalty: 4386.290039 Iteration 3Q: 3 clusters Score -1021310 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -1021417.187500 Penalty: 4386.290039 Iteration 4Q: 3 clusters Score -1021417 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -1021496.062500 Penalty: 4386.290039 Iteration 5Q: 3 clusters Score -1021496 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -1021562.875000 Penalty: 4386.290039 Iteration 6Q: 3 clusters Score -1021563 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -1021611.812500 Penalty: 4386.290039 Iteration 7Q: 3 clusters Score -1021612 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -1021644.000000 Penalty: 4386.290039 Iteration 8Q: 3 clusters Score -1021644 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -1021677.625000 Penalty: 4386.290039 Iteration 9Q: 3 clusters Score -1021678 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -1021706.375000 Penalty: 4386.290039 Iteration 10Q: 3 clusters Score -1021706 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -1021732.062500 Penalty: 4386.290039 Iteration 11Q: 3 clusters Score -1021732 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -1021752.062500 Penalty: 4386.290039 Iteration 12Q: 3 clusters Score -1021752 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -1021781.750000 Penalty: 4386.290039 Iteration 13Q: 3 clusters Score -1021782 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -1021817.625000 Penalty: 4386.290039 Iteration 14Q: 3 clusters Score -1021818 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1021857.062500 Penalty: 4386.290039 Iteration 15Q: 3 clusters Score -1021857 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -1021885.812500 Penalty: 4386.290039 Iteration 16Q: 3 clusters Score -1021886 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -1021933.312500 Penalty: 4386.290039 Iteration 17Q: 3 clusters Score -1021933 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -1021994.000000 Penalty: 4386.290039 Iteration 18Q: 3 clusters Score -1021994 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -1022077.687500 Penalty: 4386.290039 Iteration 19Q: 3 clusters Score -1022078 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -1022173.562500 Penalty: 4386.290039 Iteration 20F: 3 clusters Score -1022174 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -1022273.250000 Penalty: 4386.290039 Iteration 21Q: 3 clusters Score -1022273 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -1022400.187500 Penalty: 4386.290039 Iteration 22Q: 3 clusters Score -1022400 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -1022513.500000 Penalty: 4386.290039 Iteration 23Q: 3 clusters Score -1022514 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -1022617.000000 Penalty: 4386.290039 Iteration 24Q: 3 clusters Score -1022617 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -1022696.750000 Penalty: 4386.290039 Iteration 25Q: 3 clusters Score -1022697 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -1022794.937500 Penalty: 4386.290039 Iteration 26Q: 3 clusters Score -1022795 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -1022908.375000 Penalty: 4386.290039 Iteration 27Q: 3 clusters Score -1022908 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -1022993.187500 Penalty: 4386.290039 Iteration 28Q: 3 clusters Score -1022993 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -1023055.000000 Penalty: 4386.290039 Iteration 29Q: 3 clusters Score -1023055 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -1023105.187500 Penalty: 4386.290039 Iteration 30Q: 3 clusters Score -1023105 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -1023149.875000 Penalty: 4386.290039 Iteration 31Q: 3 clusters Score -1023150 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 6230 members Entering Unmasked Estep Score: -1023185.562500 Penalty: 4386.290039 Iteration 32Q: 3 clusters Score -1023186 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -1023214.250000 Penalty: 4386.290039 Iteration 33Q: 3 clusters Score -1023214 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -1023237.875000 Penalty: 4386.290039 Iteration 34Q: 3 clusters Score -1023238 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -1023257.250000 Penalty: 4386.290039 Iteration 35Q: 3 clusters Score -1023257 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -1023275.250000 Penalty: 4386.290039 Iteration 36Q: 3 clusters Score -1023275 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -1023289.500000 Penalty: 4386.290039 Iteration 37Q: 3 clusters Score -1023290 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -1023301.187500 Penalty: 4386.290039 Iteration 38Q: 3 clusters Score -1023301 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -1023313.687500 Penalty: 4386.290039 Iteration 39Q: 3 clusters Score -1023314 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -1023325.187500 Penalty: 4386.290039 Iteration 40F: 3 clusters Score -1023325 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -1023330.312500 Penalty: 4386.290039 Iteration 41Q: 3 clusters Score -1023330 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -1023330.312500 Penalty: 4386.290039 Iteration 42F: 3 clusters Score -1023330 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (5858 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Entering Unmasked Estep Score: -870786.312500 Penalty: 2151.539795 Iteration 0F: 2 clusters Score -870786.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -865733.875000 Penalty: 4303.079590 Iteration 0F: 3 clusters Score -865733.9 nChanged 2318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -867093.812500 Penalty: 4303.079590 Iteration 1F: 3 clusters Score -867093.8 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -867407.687500 Penalty: 4303.079590 Iteration 2F: 3 clusters Score -867407.7 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -867662.500000 Penalty: 4303.079590 Iteration 3F: 3 clusters Score -867662.5 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -867887.437500 Penalty: 4303.079590 Iteration 4F: 3 clusters Score -867887.4 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -868087.187500 Penalty: 4303.079590 Iteration 5F: 3 clusters Score -868087.2 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -868241.562500 Penalty: 4303.079590 Iteration 6Q: 3 clusters Score -868241.6 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -868367.437500 Penalty: 4303.079590 Iteration 7Q: 3 clusters Score -868367.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -868478.375000 Penalty: 4303.079590 Iteration 8Q: 3 clusters Score -868478.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -868589.937500 Penalty: 4303.079590 Iteration 9Q: 3 clusters Score -868589.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -868689.375000 Penalty: 4303.079590 Iteration 10Q: 3 clusters Score -868689.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -868761.875000 Penalty: 4303.079590 Iteration 11Q: 3 clusters Score -868761.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -868820.875000 Penalty: 4303.079590 Iteration 12Q: 3 clusters Score -868820.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -868880.000000 Penalty: 4303.079590 Iteration 13Q: 3 clusters Score -868880 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -868933.750000 Penalty: 4303.079590 Iteration 14Q: 3 clusters Score -868933.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -868968.812500 Penalty: 4303.079590 Iteration 15Q: 3 clusters Score -868968.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -868999.562500 Penalty: 4303.079590 Iteration 16Q: 3 clusters Score -868999.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -869020.000000 Penalty: 4303.079590 Iteration 17Q: 3 clusters Score -869020 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -869030.437500 Penalty: 4303.079590 Iteration 18Q: 3 clusters Score -869030.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -869039.437500 Penalty: 4303.079590 Iteration 19Q: 3 clusters Score -869039.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -869046.187500 Penalty: 4303.079590 Iteration 20F: 3 clusters Score -869046.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -869049.750000 Penalty: 4303.079590 Iteration 21Q: 3 clusters Score -869049.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -869059.812500 Penalty: 4303.079590 Iteration 22Q: 3 clusters Score -869059.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -869064.000000 Penalty: 4303.079590 Iteration 23Q: 3 clusters Score -869064 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -869070.500000 Penalty: 4303.079590 Iteration 24Q: 3 clusters Score -869070.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -869075.250000 Penalty: 4303.079590 Iteration 25Q: 3 clusters Score -869075.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -869079.187500 Penalty: 4303.079590 Iteration 26Q: 3 clusters Score -869079.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -869087.125000 Penalty: 4303.079590 Iteration 27Q: 3 clusters Score -869087.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -869091.125000 Penalty: 4303.079590 Iteration 28Q: 3 clusters Score -869091.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -869097.062500 Penalty: 4303.079590 Iteration 29Q: 3 clusters Score -869097.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -869102.625000 Penalty: 4303.079590 Iteration 30Q: 3 clusters Score -869102.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -869109.250000 Penalty: 4303.079590 Iteration 31Q: 3 clusters Score -869109.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -869114.125000 Penalty: 4303.079590 Iteration 32Q: 3 clusters Score -869114.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -869118.812500 Penalty: 4303.079590 Iteration 33Q: 3 clusters Score -869118.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -869125.250000 Penalty: 4303.079590 Iteration 34Q: 3 clusters Score -869125.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -869129.125000 Penalty: 4303.079590 Iteration 35Q: 3 clusters Score -869129.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -869130.750000 Penalty: 4303.079590 Iteration 36Q: 3 clusters Score -869130.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -869132.812500 Penalty: 4303.079590 Iteration 37Q: 3 clusters Score -869132.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -869135.312500 Penalty: 4303.079590 Iteration 38Q: 3 clusters Score -869135.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -869137.125000 Penalty: 4303.079590 Iteration 39Q: 3 clusters Score -869137.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -869138.812500 Penalty: 4303.079590 Iteration 40F: 3 clusters Score -869138.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -869140.250000 Penalty: 4303.079590 Iteration 41Q: 3 clusters Score -869140.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -869142.375000 Penalty: 4303.079590 Iteration 42Q: 3 clusters Score -869142.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -869144.500000 Penalty: 4303.079590 Iteration 43Q: 3 clusters Score -869144.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -869145.687500 Penalty: 4303.079590 Iteration 44Q: 3 clusters Score -869145.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -869144.875000 Penalty: 4303.079590 Iteration 45Q: 3 clusters Score -869144.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -869145.875000 Penalty: 4303.079590 Iteration 46Q: 3 clusters Score -869145.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -869145.875000 Penalty: 4303.079590 Iteration 47F: 3 clusters Score -869145.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (570 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Entering Unmasked Estep Score: -79592.992188 Penalty: 1573.717773 Iteration 0F: 2 clusters Score -79592.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -78099.718750 Penalty: 3147.435547 Iteration 0F: 3 clusters Score -78099.72 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -78382.656250 Penalty: 3147.435547 Iteration 1F: 3 clusters Score -78382.66 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -78509.773438 Penalty: 3147.435547 Iteration 2F: 3 clusters Score -78509.77 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -78665.140625 Penalty: 3147.435547 Iteration 3F: 3 clusters Score -78665.14 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -78824.421875 Penalty: 3147.435547 Iteration 4F: 3 clusters Score -78824.42 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -79069.523438 Penalty: 3147.435547 Iteration 5F: 3 clusters Score -79069.52 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -79540.171875 Penalty: 3147.435547 Iteration 6F: 3 clusters Score -79540.17 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -79910.335938 Penalty: 3147.435547 Iteration 7Q: 3 clusters Score -79910.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -79960.132812 Penalty: 3147.435547 Iteration 8Q: 3 clusters Score -79960.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -79983.484375 Penalty: 3147.435547 Iteration 9Q: 3 clusters Score -79983.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -79990.609375 Penalty: 3147.435547 Iteration 10Q: 3 clusters Score -79990.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -79990.609375 Penalty: 3147.435547 Iteration 11F: 3 clusters Score -79990.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2699 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 3700 members Mstep: Class 6 contains 29387 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 166 members Mstep: Class 9 contains 3647 members Mstep: Class 10 contains 5154 members Mstep: Class 11 contains 7964 members Mstep: Class 12 contains 5644 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 23505 members Mstep: Class 15 contains 27293 members Mstep: Class 16 contains 79864 members Mstep: Class 17 contains 7867 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 6992 members Mstep: Class 20 contains 73578 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 564 members Mstep: Class 23 contains 1541 members Mstep: Class 24 contains 4325 members Mstep: Class 25 contains 6745 members Mstep: Class 26 contains 3756 members Mstep: Class 27 contains 12739 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 5858 members Mstep: Class 30 contains 129 members Mstep: Class 31 contains 71443 members Mstep: Class 32 contains 2676 members Mstep: Class 33 contains 305 members Mstep: Class 34 contains 219 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 4752 members Mstep: Class 37 contains 14617 members Mstep: Class 38 contains 441 members Entering Unmasked Estep Score: -65626792.000000 Penalty: 122546.054688 Splitting cluster 30 changes total score from -65628052.000000 to -65626792.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 31 (71443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71443 members Entering Unmasked Estep Score: -11104162.000000 Penalty: 2771.810303 Iteration 0F: 2 clusters Score -1.110416e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35897 members Mstep: Class 2 contains 35546 members Entering Unmasked Estep Score: -11056086.000000 Penalty: 5543.620605 Iteration 0F: 3 clusters Score -1.105609e+07 nChanged 33445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37642 members Mstep: Class 2 contains 33801 members Entering Unmasked Estep Score: -11075073.000000 Penalty: 5543.620605 Iteration 1F: 3 clusters Score -1.107507e+07 nChanged 2570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38674 members Mstep: Class 2 contains 32769 members Entering Unmasked Estep Score: -11075798.000000 Penalty: 5543.620605 Iteration 2Q: 3 clusters Score -1.10758e+07 nChanged 2595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40137 members Mstep: Class 2 contains 31306 members Entering Unmasked Estep Score: -11076532.000000 Penalty: 5543.620605 Iteration 3Q: 3 clusters Score -1.107653e+07 nChanged 2926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42325 members Mstep: Class 2 contains 29118 members Entering Unmasked Estep Score: -11077720.000000 Penalty: 5543.620605 Iteration 4Q: 3 clusters Score -1.107772e+07 nChanged 3489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45386 members Mstep: Class 2 contains 26057 members Entering Unmasked Estep Score: -11079510.000000 Penalty: 5543.620605 Iteration 5Q: 3 clusters Score -1.107951e+07 nChanged 4376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49494 members Mstep: Class 2 contains 21949 members Entering Unmasked Estep Score: -11082280.000000 Penalty: 5543.620605 Iteration 6F: 3 clusters Score -1.108228e+07 nChanged 5146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54462 members Mstep: Class 2 contains 16981 members Entering Unmasked Estep Score: -11086177.000000 Penalty: 5543.620605 Iteration 7F: 3 clusters Score -1.108618e+07 nChanged 5457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59839 members Mstep: Class 2 contains 11604 members Entering Unmasked Estep Score: -11091150.000000 Penalty: 5543.620605 Iteration 8F: 3 clusters Score -1.109115e+07 nChanged 4752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64541 members Mstep: Class 2 contains 6902 members Entering Unmasked Estep Score: -11095761.000000 Penalty: 5543.620605 Iteration 9F: 3 clusters Score -1.109576e+07 nChanged 3213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67744 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -11098819.000000 Penalty: 5543.620605 Iteration 10Q: 3 clusters Score -1.109882e+07 nChanged 1717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69445 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -11100453.000000 Penalty: 5543.620605 Iteration 11Q: 3 clusters Score -1.110045e+07 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70202 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -11101292.000000 Penalty: 5543.620605 Iteration 12Q: 3 clusters Score -1.110129e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70502 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -11101638.000000 Penalty: 5543.620605 Iteration 13Q: 3 clusters Score -1.110164e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70616 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -11101823.000000 Penalty: 5543.620605 Iteration 14Q: 3 clusters Score -1.110182e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70670 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -11101892.000000 Penalty: 5543.620605 Iteration 15Q: 3 clusters Score -1.110189e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70699 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -11101926.000000 Penalty: 5543.620605 Iteration 16Q: 3 clusters Score -1.110193e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70714 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -11101959.000000 Penalty: 5543.620605 Iteration 17Q: 3 clusters Score -1.110196e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70722 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -11101996.000000 Penalty: 5543.620605 Iteration 18Q: 3 clusters Score -1.1102e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70729 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -11102001.000000 Penalty: 5543.620605 Iteration 19Q: 3 clusters Score -1.1102e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70745 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -11102004.000000 Penalty: 5543.620605 Iteration 20F: 3 clusters Score -1.1102e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70751 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -11102008.000000 Penalty: 5543.620605 Iteration 21Q: 3 clusters Score -1.110201e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70757 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -11102017.000000 Penalty: 5543.620605 Iteration 22Q: 3 clusters Score -1.110202e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70760 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -11102020.000000 Penalty: 5543.620605 Iteration 23Q: 3 clusters Score -1.110202e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70758 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -11102025.000000 Penalty: 5543.620605 Iteration 24Q: 3 clusters Score -1.110202e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70756 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -11102034.000000 Penalty: 5543.620605 Iteration 25Q: 3 clusters Score -1.110203e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70756 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -11102028.000000 Penalty: 5543.620605 Iteration 26Q: 3 clusters Score -1.110203e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70756 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -11102028.000000 Penalty: 5543.620605 Iteration 27F: 3 clusters Score -1.110203e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (2676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Entering Unmasked Estep Score: -401965.093750 Penalty: 1957.235474 Iteration 0F: 2 clusters Score -401965.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -398954.718750 Penalty: 3914.470947 Iteration 0F: 3 clusters Score -398954.7 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -399588.531250 Penalty: 3914.470947 Iteration 1F: 3 clusters Score -399588.5 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -399746.312500 Penalty: 3914.470947 Iteration 2F: 3 clusters Score -399746.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -399883.281250 Penalty: 3914.470947 Iteration 3Q: 3 clusters Score -399883.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -400038.062500 Penalty: 3914.470947 Iteration 4Q: 3 clusters Score -400038.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -400229.375000 Penalty: 3914.470947 Iteration 5F: 3 clusters Score -400229.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -400400.156250 Penalty: 3914.470947 Iteration 6F: 3 clusters Score -400400.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -400582.625000 Penalty: 3914.470947 Iteration 7F: 3 clusters Score -400582.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -400742.093750 Penalty: 3914.470947 Iteration 8F: 3 clusters Score -400742.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -400843.375000 Penalty: 3914.470947 Iteration 9Q: 3 clusters Score -400843.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -400910.593750 Penalty: 3914.470947 Iteration 10Q: 3 clusters Score -400910.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -400966.968750 Penalty: 3914.470947 Iteration 11Q: 3 clusters Score -400967 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -401009.968750 Penalty: 3914.470947 Iteration 12Q: 3 clusters Score -401010 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -401055.156250 Penalty: 3914.470947 Iteration 13Q: 3 clusters Score -401055.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -401092.906250 Penalty: 3914.470947 Iteration 14Q: 3 clusters Score -401092.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -401146.687500 Penalty: 3914.470947 Iteration 15Q: 3 clusters Score -401146.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -401182.531250 Penalty: 3914.470947 Iteration 16Q: 3 clusters Score -401182.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -401204.843750 Penalty: 3914.470947 Iteration 17Q: 3 clusters Score -401204.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -401220.187500 Penalty: 3914.470947 Iteration 18Q: 3 clusters Score -401220.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -401232.031250 Penalty: 3914.470947 Iteration 19Q: 3 clusters Score -401232 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -401240.156250 Penalty: 3914.470947 Iteration 20F: 3 clusters Score -401240.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -401253.156250 Penalty: 3914.470947 Iteration 21Q: 3 clusters Score -401253.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -401264.812500 Penalty: 3914.470947 Iteration 22Q: 3 clusters Score -401264.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -401275.375000 Penalty: 3914.470947 Iteration 23Q: 3 clusters Score -401275.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -401277.187500 Penalty: 3914.470947 Iteration 24Q: 3 clusters Score -401277.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -401280.125000 Penalty: 3914.470947 Iteration 25Q: 3 clusters Score -401280.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -401283.250000 Penalty: 3914.470947 Iteration 26Q: 3 clusters Score -401283.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -401290.312500 Penalty: 3914.470947 Iteration 27Q: 3 clusters Score -401290.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -401296.843750 Penalty: 3914.470947 Iteration 28Q: 3 clusters Score -401296.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -401300.062500 Penalty: 3914.470947 Iteration 29Q: 3 clusters Score -401300.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -401302.187500 Penalty: 3914.470947 Iteration 30Q: 3 clusters Score -401302.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -401304.625000 Penalty: 3914.470947 Iteration 31Q: 3 clusters Score -401304.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -401306.031250 Penalty: 3914.470947 Iteration 32Q: 3 clusters Score -401306 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -401306.593750 Penalty: 3914.470947 Iteration 33Q: 3 clusters Score -401306.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -401309.750000 Penalty: 3914.470947 Iteration 34Q: 3 clusters Score -401309.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -401312.031250 Penalty: 3914.470947 Iteration 35Q: 3 clusters Score -401312 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -401312.437500 Penalty: 3914.470947 Iteration 36Q: 3 clusters Score -401312.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -401312.437500 Penalty: 3914.470947 Iteration 37F: 3 clusters Score -401312.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Entering Unmasked Estep Score: -36570.429688 Penalty: 1418.637329 Iteration 0F: 2 clusters Score -36570.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -35456.578125 Penalty: 2837.274658 Iteration 0F: 3 clusters Score -35456.58 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -35671.699219 Penalty: 2837.274658 Iteration 1F: 3 clusters Score -35671.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -35791.816406 Penalty: 2837.274658 Iteration 2F: 3 clusters Score -35791.82 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -35835.097656 Penalty: 2837.274658 Iteration 3Q: 3 clusters Score -35835.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -35891.542969 Penalty: 2837.274658 Iteration 4Q: 3 clusters Score -35891.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -35925.800781 Penalty: 2837.274658 Iteration 5Q: 3 clusters Score -35925.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -35938.382812 Penalty: 2837.274658 Iteration 6Q: 3 clusters Score -35938.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -35944.187500 Penalty: 2837.274658 Iteration 7Q: 3 clusters Score -35944.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -35949.804688 Penalty: 2837.274658 Iteration 8Q: 3 clusters Score -35949.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -35949.804688 Penalty: 2837.274658 Iteration 9F: 3 clusters Score -35949.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (219 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Entering Unmasked Estep Score: -28830.855469 Penalty: 1336.489868 Iteration 0F: 2 clusters Score -28830.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -27779.701172 Penalty: 2672.979736 Iteration 0F: 3 clusters Score -27779.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -27878.925781 Penalty: 2672.979736 Iteration 1F: 3 clusters Score -27878.93 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -27936.224609 Penalty: 2672.979736 Iteration 2F: 3 clusters Score -27936.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -27955.078125 Penalty: 2672.979736 Iteration 3Q: 3 clusters Score -27955.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -27957.332031 Penalty: 2672.979736 Iteration 4Q: 3 clusters Score -27957.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -27957.332031 Penalty: 2672.979736 Iteration 5F: 3 clusters Score -27957.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (2364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Entering Unmasked Estep Score: -347253.125000 Penalty: 1926.491333 Iteration 0F: 2 clusters Score -347253.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -344420.656250 Penalty: 3852.982666 Iteration 0F: 3 clusters Score -344420.7 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -345010.312500 Penalty: 3852.982666 Iteration 1F: 3 clusters Score -345010.3 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -345179.656250 Penalty: 3852.982666 Iteration 2F: 3 clusters Score -345179.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -345289.031250 Penalty: 3852.982666 Iteration 3F: 3 clusters Score -345289 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -345390.031250 Penalty: 3852.982666 Iteration 4Q: 3 clusters Score -345390 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -345505.062500 Penalty: 3852.982666 Iteration 5Q: 3 clusters Score -345505.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -345621.875000 Penalty: 3852.982666 Iteration 6Q: 3 clusters Score -345621.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -345721.750000 Penalty: 3852.982666 Iteration 7Q: 3 clusters Score -345721.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -345789.156250 Penalty: 3852.982666 Iteration 8Q: 3 clusters Score -345789.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -345862.656250 Penalty: 3852.982666 Iteration 9Q: 3 clusters Score -345862.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -345933.875000 Penalty: 3852.982666 Iteration 10Q: 3 clusters Score -345933.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -345983.125000 Penalty: 3852.982666 Iteration 11Q: 3 clusters Score -345983.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -346031.062500 Penalty: 3852.982666 Iteration 12Q: 3 clusters Score -346031.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -346081.468750 Penalty: 3852.982666 Iteration 13Q: 3 clusters Score -346081.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -346123.218750 Penalty: 3852.982666 Iteration 14Q: 3 clusters Score -346123.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -346151.156250 Penalty: 3852.982666 Iteration 15Q: 3 clusters Score -346151.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -346163.218750 Penalty: 3852.982666 Iteration 16Q: 3 clusters Score -346163.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -346175.343750 Penalty: 3852.982666 Iteration 17Q: 3 clusters Score -346175.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -346185.531250 Penalty: 3852.982666 Iteration 18Q: 3 clusters Score -346185.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -346191.593750 Penalty: 3852.982666 Iteration 19Q: 3 clusters Score -346191.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -346198.906250 Penalty: 3852.982666 Iteration 20F: 3 clusters Score -346198.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -346202.218750 Penalty: 3852.982666 Iteration 21Q: 3 clusters Score -346202.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -346206.000000 Penalty: 3852.982666 Iteration 22Q: 3 clusters Score -346206 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -346207.875000 Penalty: 3852.982666 Iteration 23Q: 3 clusters Score -346207.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -346209.468750 Penalty: 3852.982666 Iteration 24Q: 3 clusters Score -346209.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -346213.812500 Penalty: 3852.982666 Iteration 25Q: 3 clusters Score -346213.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -346216.906250 Penalty: 3852.982666 Iteration 26Q: 3 clusters Score -346216.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -346220.437500 Penalty: 3852.982666 Iteration 27Q: 3 clusters Score -346220.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -346220.437500 Penalty: 3852.982666 Iteration 28F: 3 clusters Score -346220.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (4752 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Entering Unmasked Estep Score: -705855.312500 Penalty: 2099.647705 Iteration 0F: 2 clusters Score -705855.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -701512.625000 Penalty: 4199.295410 Iteration 0F: 3 clusters Score -701512.6 nChanged 1800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -702520.625000 Penalty: 4199.295410 Iteration 1F: 3 clusters Score -702520.6 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -702719.937500 Penalty: 4199.295410 Iteration 2F: 3 clusters Score -702719.9 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -702818.562500 Penalty: 4199.295410 Iteration 3Q: 3 clusters Score -702818.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -702894.625000 Penalty: 4199.295410 Iteration 4Q: 3 clusters Score -702894.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -702951.562500 Penalty: 4199.295410 Iteration 5Q: 3 clusters Score -702951.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -703010.000000 Penalty: 4199.295410 Iteration 6Q: 3 clusters Score -703010 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -703059.000000 Penalty: 4199.295410 Iteration 7Q: 3 clusters Score -703059 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -703103.187500 Penalty: 4199.295410 Iteration 8Q: 3 clusters Score -703103.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -703144.812500 Penalty: 4199.295410 Iteration 9Q: 3 clusters Score -703144.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -703178.687500 Penalty: 4199.295410 Iteration 10Q: 3 clusters Score -703178.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -703218.187500 Penalty: 4199.295410 Iteration 11Q: 3 clusters Score -703218.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -703258.625000 Penalty: 4199.295410 Iteration 12Q: 3 clusters Score -703258.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -703298.562500 Penalty: 4199.295410 Iteration 13Q: 3 clusters Score -703298.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -703340.750000 Penalty: 4199.295410 Iteration 14Q: 3 clusters Score -703340.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -703387.000000 Penalty: 4199.295410 Iteration 15Q: 3 clusters Score -703387 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -703433.500000 Penalty: 4199.295410 Iteration 16Q: 3 clusters Score -703433.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -703476.000000 Penalty: 4199.295410 Iteration 17Q: 3 clusters Score -703476 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -703516.437500 Penalty: 4199.295410 Iteration 18Q: 3 clusters Score -703516.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -703558.500000 Penalty: 4199.295410 Iteration 19Q: 3 clusters Score -703558.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -703603.312500 Penalty: 4199.295410 Iteration 20F: 3 clusters Score -703603.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -703638.000000 Penalty: 4199.295410 Iteration 21Q: 3 clusters Score -703638 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -703669.750000 Penalty: 4199.295410 Iteration 22Q: 3 clusters Score -703669.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -703706.625000 Penalty: 4199.295410 Iteration 23Q: 3 clusters Score -703706.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -703741.500000 Penalty: 4199.295410 Iteration 24Q: 3 clusters Score -703741.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -703795.250000 Penalty: 4199.295410 Iteration 25Q: 3 clusters Score -703795.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -703846.875000 Penalty: 4199.295410 Iteration 26Q: 3 clusters Score -703846.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -703893.375000 Penalty: 4199.295410 Iteration 27Q: 3 clusters Score -703893.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -703931.125000 Penalty: 4199.295410 Iteration 28Q: 3 clusters Score -703931.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -703954.312500 Penalty: 4199.295410 Iteration 29Q: 3 clusters Score -703954.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -703973.500000 Penalty: 4199.295410 Iteration 30Q: 3 clusters Score -703973.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -703989.312500 Penalty: 4199.295410 Iteration 31Q: 3 clusters Score -703989.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -703997.312500 Penalty: 4199.295410 Iteration 32Q: 3 clusters Score -703997.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -704004.125000 Penalty: 4199.295410 Iteration 33Q: 3 clusters Score -704004.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -704008.500000 Penalty: 4199.295410 Iteration 34Q: 3 clusters Score -704008.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -704010.875000 Penalty: 4199.295410 Iteration 35Q: 3 clusters Score -704010.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -704014.875000 Penalty: 4199.295410 Iteration 36Q: 3 clusters Score -704014.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -704020.687500 Penalty: 4199.295410 Iteration 37Q: 3 clusters Score -704020.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -704025.687500 Penalty: 4199.295410 Iteration 38Q: 3 clusters Score -704025.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -704025.812500 Penalty: 4199.295410 Iteration 39Q: 3 clusters Score -704025.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -704029.437500 Penalty: 4199.295410 Iteration 40F: 3 clusters Score -704029.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -704031.750000 Penalty: 4199.295410 Iteration 41Q: 3 clusters Score -704031.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -704034.937500 Penalty: 4199.295410 Iteration 42Q: 3 clusters Score -704034.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -704037.625000 Penalty: 4199.295410 Iteration 43Q: 3 clusters Score -704037.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -704039.875000 Penalty: 4199.295410 Iteration 44Q: 3 clusters Score -704039.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -704038.937500 Penalty: 4199.295410 Iteration 45Q: 3 clusters Score -704038.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -704038.937500 Penalty: 4199.295410 Iteration 46Q: 3 clusters Score -704038.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -704038.937500 Penalty: 4199.295410 Iteration 47F: 3 clusters Score -704038.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (14617 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14617 members Entering Unmasked Estep Score: -2140277.750000 Penalty: 2378.305176 Iteration 0F: 2 clusters Score -2140278 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7338 members Mstep: Class 2 contains 7279 members Entering Unmasked Estep Score: -2129704.500000 Penalty: 4756.610352 Iteration 0F: 3 clusters Score -2129704 nChanged 6336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7462 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -2133047.500000 Penalty: 4756.610352 Iteration 1F: 3 clusters Score -2133048 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7446 members Mstep: Class 2 contains 7171 members Entering Unmasked Estep Score: -2133454.500000 Penalty: 4756.610352 Iteration 2F: 3 clusters Score -2133454 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 7208 members Entering Unmasked Estep Score: -2133729.500000 Penalty: 4756.610352 Iteration 3Q: 3 clusters Score -2133730 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 7195 members Entering Unmasked Estep Score: -2133949.000000 Penalty: 4756.610352 Iteration 4Q: 3 clusters Score -2133949 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7457 members Mstep: Class 2 contains 7160 members Entering Unmasked Estep Score: -2134162.750000 Penalty: 4756.610352 Iteration 5Q: 3 clusters Score -2134163 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7469 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -2134340.000000 Penalty: 4756.610352 Iteration 6Q: 3 clusters Score -2134340 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7470 members Mstep: Class 2 contains 7147 members Entering Unmasked Estep Score: -2134505.000000 Penalty: 4756.610352 Iteration 7Q: 3 clusters Score -2134505 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -2134651.250000 Penalty: 4756.610352 Iteration 8Q: 3 clusters Score -2134651 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7477 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -2134791.000000 Penalty: 4756.610352 Iteration 9Q: 3 clusters Score -2134791 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -2134907.750000 Penalty: 4756.610352 Iteration 10Q: 3 clusters Score -2134908 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7465 members Mstep: Class 2 contains 7152 members Entering Unmasked Estep Score: -2135020.750000 Penalty: 4756.610352 Iteration 11Q: 3 clusters Score -2135021 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -2135124.000000 Penalty: 4756.610352 Iteration 12Q: 3 clusters Score -2135124 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7501 members Mstep: Class 2 contains 7116 members Entering Unmasked Estep Score: -2135211.750000 Penalty: 4756.610352 Iteration 13Q: 3 clusters Score -2135212 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7524 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -2135297.250000 Penalty: 4756.610352 Iteration 14Q: 3 clusters Score -2135297 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7530 members Mstep: Class 2 contains 7087 members Entering Unmasked Estep Score: -2135359.500000 Penalty: 4756.610352 Iteration 15Q: 3 clusters Score -2135360 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7524 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -2135407.250000 Penalty: 4756.610352 Iteration 16Q: 3 clusters Score -2135407 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -2135458.000000 Penalty: 4756.610352 Iteration 17Q: 3 clusters Score -2135458 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -2135495.500000 Penalty: 4756.610352 Iteration 18Q: 3 clusters Score -2135496 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7417 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -2135532.750000 Penalty: 4756.610352 Iteration 19Q: 3 clusters Score -2135533 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7372 members Mstep: Class 2 contains 7245 members Entering Unmasked Estep Score: -2135577.500000 Penalty: 4756.610352 Iteration 20F: 3 clusters Score -2135578 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7310 members Mstep: Class 2 contains 7307 members Entering Unmasked Estep Score: -2135617.750000 Penalty: 4756.610352 Iteration 21Q: 3 clusters Score -2135618 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7254 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -2135661.750000 Penalty: 4756.610352 Iteration 22Q: 3 clusters Score -2135662 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -2135701.500000 Penalty: 4756.610352 Iteration 23Q: 3 clusters Score -2135702 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7139 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -2135737.000000 Penalty: 4756.610352 Iteration 24Q: 3 clusters Score -2135737 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 7536 members Entering Unmasked Estep Score: -2135766.500000 Penalty: 4756.610352 Iteration 25Q: 3 clusters Score -2135766 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7021 members Mstep: Class 2 contains 7596 members Entering Unmasked Estep Score: -2135801.000000 Penalty: 4756.610352 Iteration 26Q: 3 clusters Score -2135801 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6955 members Mstep: Class 2 contains 7662 members Entering Unmasked Estep Score: -2135826.500000 Penalty: 4756.610352 Iteration 27Q: 3 clusters Score -2135826 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 7722 members Entering Unmasked Estep Score: -2135850.500000 Penalty: 4756.610352 Iteration 28Q: 3 clusters Score -2135850 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Mstep: Class 2 contains 7799 members Entering Unmasked Estep Score: -2135886.500000 Penalty: 4756.610352 Iteration 29Q: 3 clusters Score -2135886 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -2135911.000000 Penalty: 4756.610352 Iteration 30Q: 3 clusters Score -2135911 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 7963 members Entering Unmasked Estep Score: -2135946.250000 Penalty: 4756.610352 Iteration 31Q: 3 clusters Score -2135946 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 8045 members Entering Unmasked Estep Score: -2135980.500000 Penalty: 4756.610352 Iteration 32Q: 3 clusters Score -2135980 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 8129 members Entering Unmasked Estep Score: -2136006.000000 Penalty: 4756.610352 Iteration 33Q: 3 clusters Score -2136006 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6414 members Mstep: Class 2 contains 8203 members Entering Unmasked Estep Score: -2136028.750000 Penalty: 4756.610352 Iteration 34Q: 3 clusters Score -2136029 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -2136056.750000 Penalty: 4756.610352 Iteration 35Q: 3 clusters Score -2136057 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Mstep: Class 2 contains 8377 members Entering Unmasked Estep Score: -2136083.750000 Penalty: 4756.610352 Iteration 36Q: 3 clusters Score -2136084 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 8455 members Entering Unmasked Estep Score: -2136102.750000 Penalty: 4756.610352 Iteration 37Q: 3 clusters Score -2136103 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 8521 members Entering Unmasked Estep Score: -2136123.750000 Penalty: 4756.610352 Iteration 38Q: 3 clusters Score -2136124 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 8590 members Entering Unmasked Estep Score: -2136145.750000 Penalty: 4756.610352 Iteration 39Q: 3 clusters Score -2136146 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 8645 members Entering Unmasked Estep Score: -2136164.000000 Penalty: 4756.610352 Iteration 40F: 3 clusters Score -2136164 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 8711 members Entering Unmasked Estep Score: -2136186.250000 Penalty: 4756.610352 Iteration 41Q: 3 clusters Score -2136186 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 8789 members Entering Unmasked Estep Score: -2136208.500000 Penalty: 4756.610352 Iteration 42Q: 3 clusters Score -2136208 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 8859 members Entering Unmasked Estep Score: -2136234.750000 Penalty: 4756.610352 Iteration 43Q: 3 clusters Score -2136235 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 8922 members Entering Unmasked Estep Score: -2136252.500000 Penalty: 4756.610352 Iteration 44Q: 3 clusters Score -2136252 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 8984 members Entering Unmasked Estep Score: -2136278.000000 Penalty: 4756.610352 Iteration 45Q: 3 clusters Score -2136278 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 9066 members Entering Unmasked Estep Score: -2136302.250000 Penalty: 4756.610352 Iteration 46Q: 3 clusters Score -2136302 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 9154 members Entering Unmasked Estep Score: -2136329.250000 Penalty: 4756.610352 Iteration 47Q: 3 clusters Score -2136329 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 9269 members Entering Unmasked Estep Score: -2136369.250000 Penalty: 4756.610352 Iteration 48Q: 3 clusters Score -2136369 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 9389 members Entering Unmasked Estep Score: -2136413.750000 Penalty: 4756.610352 Iteration 49Q: 3 clusters Score -2136414 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 9526 members Entering Unmasked Estep Score: -2136467.000000 Penalty: 4756.610352 Iteration 50Q: 3 clusters Score -2136467 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 9643 members Entering Unmasked Estep Score: -2136509.000000 Penalty: 4756.610352 Iteration 51Q: 3 clusters Score -2136509 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 9773 members Entering Unmasked Estep Score: -2136556.000000 Penalty: 4756.610352 Iteration 52Q: 3 clusters Score -2136556 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 9894 members Entering Unmasked Estep Score: -2136606.250000 Penalty: 4756.610352 Iteration 53Q: 3 clusters Score -2136606 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 10012 members Entering Unmasked Estep Score: -2136649.000000 Penalty: 4756.610352 Iteration 54Q: 3 clusters Score -2136649 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 10136 members Entering Unmasked Estep Score: -2136707.500000 Penalty: 4756.610352 Iteration 55Q: 3 clusters Score -2136708 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 10241 members Entering Unmasked Estep Score: -2136743.500000 Penalty: 4756.610352 Iteration 56Q: 3 clusters Score -2136744 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 10340 members Entering Unmasked Estep Score: -2136796.000000 Penalty: 4756.610352 Iteration 57Q: 3 clusters Score -2136796 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 10430 members Entering Unmasked Estep Score: -2136818.000000 Penalty: 4756.610352 Iteration 58Q: 3 clusters Score -2136818 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 10509 members Entering Unmasked Estep Score: -2136845.250000 Penalty: 4756.610352 Iteration 59Q: 3 clusters Score -2136845 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 10579 members Entering Unmasked Estep Score: -2136868.000000 Penalty: 4756.610352 Iteration 60F: 3 clusters Score -2136868 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 10655 members Entering Unmasked Estep Score: -2136889.750000 Penalty: 4756.610352 Iteration 61Q: 3 clusters Score -2136890 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 10745 members Entering Unmasked Estep Score: -2136913.500000 Penalty: 4756.610352 Iteration 62Q: 3 clusters Score -2136914 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 10825 members Entering Unmasked Estep Score: -2136933.750000 Penalty: 4756.610352 Iteration 63Q: 3 clusters Score -2136934 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 10920 members Entering Unmasked Estep Score: -2136965.750000 Penalty: 4756.610352 Iteration 64Q: 3 clusters Score -2136966 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 11015 members Entering Unmasked Estep Score: -2136997.000000 Penalty: 4756.610352 Iteration 65Q: 3 clusters Score -2136997 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 11113 members Entering Unmasked Estep Score: -2137026.500000 Penalty: 4756.610352 Iteration 66Q: 3 clusters Score -2137026 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 11224 members Entering Unmasked Estep Score: -2137076.000000 Penalty: 4756.610352 Iteration 67Q: 3 clusters Score -2137076 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 11330 members Entering Unmasked Estep Score: -2137110.750000 Penalty: 4756.610352 Iteration 68Q: 3 clusters Score -2137111 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 11428 members Entering Unmasked Estep Score: -2137141.250000 Penalty: 4756.610352 Iteration 69Q: 3 clusters Score -2137141 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 11517 members Entering Unmasked Estep Score: -2137170.000000 Penalty: 4756.610352 Iteration 70Q: 3 clusters Score -2137170 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 11601 members Entering Unmasked Estep Score: -2137199.250000 Penalty: 4756.610352 Iteration 71Q: 3 clusters Score -2137199 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 11688 members Entering Unmasked Estep Score: -2137225.250000 Penalty: 4756.610352 Iteration 72Q: 3 clusters Score -2137225 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 11785 members Entering Unmasked Estep Score: -2137254.750000 Penalty: 4756.610352 Iteration 73Q: 3 clusters Score -2137255 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 11906 members Entering Unmasked Estep Score: -2137294.500000 Penalty: 4756.610352 Iteration 74Q: 3 clusters Score -2137294 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 12034 members Entering Unmasked Estep Score: -2137336.500000 Penalty: 4756.610352 Iteration 75Q: 3 clusters Score -2137336 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 12148 members Entering Unmasked Estep Score: -2137378.000000 Penalty: 4756.610352 Iteration 76Q: 3 clusters Score -2137378 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 12275 members Entering Unmasked Estep Score: -2137429.250000 Penalty: 4756.610352 Iteration 77Q: 3 clusters Score -2137429 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 12400 members Entering Unmasked Estep Score: -2137482.000000 Penalty: 4756.610352 Iteration 78Q: 3 clusters Score -2137482 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 12531 members Entering Unmasked Estep Score: -2137534.250000 Penalty: 4756.610352 Iteration 79Q: 3 clusters Score -2137534 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 12656 members Entering Unmasked Estep Score: -2137604.250000 Penalty: 4756.610352 Iteration 80F: 3 clusters Score -2137604 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 12800 members Entering Unmasked Estep Score: -2137666.000000 Penalty: 4756.610352 Iteration 81Q: 3 clusters Score -2137666 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 12933 members Entering Unmasked Estep Score: -2137734.250000 Penalty: 4756.610352 Iteration 82Q: 3 clusters Score -2137734 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 13062 members Entering Unmasked Estep Score: -2137805.000000 Penalty: 4756.610352 Iteration 83Q: 3 clusters Score -2137805 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 13177 members Entering Unmasked Estep Score: -2137868.000000 Penalty: 4756.610352 Iteration 84Q: 3 clusters Score -2137868 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 13282 members Entering Unmasked Estep Score: -2137919.000000 Penalty: 4756.610352 Iteration 85Q: 3 clusters Score -2137919 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 13388 members Entering Unmasked Estep Score: -2137985.250000 Penalty: 4756.610352 Iteration 86Q: 3 clusters Score -2137985 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 13492 members Entering Unmasked Estep Score: -2138044.500000 Penalty: 4756.610352 Iteration 87Q: 3 clusters Score -2138044 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 13580 members Entering Unmasked Estep Score: -2138096.500000 Penalty: 4756.610352 Iteration 88Q: 3 clusters Score -2138096 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 13667 members Entering Unmasked Estep Score: -2138147.500000 Penalty: 4756.610352 Iteration 89Q: 3 clusters Score -2138148 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 13734 members Entering Unmasked Estep Score: -2138188.250000 Penalty: 4756.610352 Iteration 90Q: 3 clusters Score -2138188 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 13781 members Entering Unmasked Estep Score: -2138222.000000 Penalty: 4756.610352 Iteration 91Q: 3 clusters Score -2138222 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 13825 members Entering Unmasked Estep Score: -2138256.000000 Penalty: 4756.610352 Iteration 92Q: 3 clusters Score -2138256 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 13861 members Entering Unmasked Estep Score: -2138279.500000 Penalty: 4756.610352 Iteration 93Q: 3 clusters Score -2138280 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 13892 members Entering Unmasked Estep Score: -2138298.250000 Penalty: 4756.610352 Iteration 94Q: 3 clusters Score -2138298 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 13920 members Entering Unmasked Estep Score: -2138313.500000 Penalty: 4756.610352 Iteration 95Q: 3 clusters Score -2138314 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 13939 members Entering Unmasked Estep Score: -2138321.250000 Penalty: 4756.610352 Iteration 96Q: 3 clusters Score -2138321 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 13956 members Entering Unmasked Estep Score: -2138332.000000 Penalty: 4756.610352 Iteration 97Q: 3 clusters Score -2138332 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 13978 members Entering Unmasked Estep Score: -2138345.500000 Penalty: 4756.610352 Iteration 98Q: 3 clusters Score -2138346 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 13993 members Entering Unmasked Estep Score: -2138355.500000 Penalty: 4756.610352 Iteration 99Q: 3 clusters Score -2138356 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 14010 members Entering Unmasked Estep Score: -2138363.750000 Penalty: 4756.610352 Iteration 100F: 3 clusters Score -2138364 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 14020 members Entering Unmasked Estep Score: -2138367.750000 Penalty: 4756.610352 Iteration 101Q: 3 clusters Score -2138368 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 14023 members Entering Unmasked Estep Score: -2138364.000000 Penalty: 4756.610352 Iteration 102Q: 3 clusters Score -2138364 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 14025 members Entering Unmasked Estep Score: -2138366.000000 Penalty: 4756.610352 Iteration 103Q: 3 clusters Score -2138366 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 14028 members Entering Unmasked Estep Score: -2138370.500000 Penalty: 4756.610352 Iteration 104Q: 3 clusters Score -2138370 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 14031 members Entering Unmasked Estep Score: -2138369.000000 Penalty: 4756.610352 Iteration 105Q: 3 clusters Score -2138369 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 14031 members Entering Unmasked Estep Score: -2138369.000000 Penalty: 4756.610352 Iteration 106F: 3 clusters Score -2138369 nChanged 0 --- Evaluating fit on full set of 1332047 points --- Entering Unmasked Estep Score: -197097312.000000 Penalty: 129402.039062 21->38 Clusters: Score -197097312.000000, best is -197071168.000000 THE BEST YET! Main iterations: 0 (time per=infms) Total iterations: 16736 (time per=224.816565ms) Iterations metric 2: 476637757440.000000 (time per=7.893898ns) Iterations metric 3: 14299144650752.000000 (time per=263.129727ps) That took 3762.530029 seconds.